The Data Science Course Complete Data Science Bootcamp 2025 (Dec-2024)

Name:The Data Science Course Complete Data Science Bootcamp 2025 (Dec-2024)

Date Added:2025-08-30 00:18:53

Info Hash:9a03eae6885c6eaca8f516880c02705743f8eaca

Total Size:9.17 GB

Files:Hide File List

01. Part 1 Introduction/01. A Practical Example What You Will Learn in This Course.mp4 (10.76 MB)
01. Part 1 Introduction/01. A Practical Example What You Will Learn in This Course.vtt (6.82 KB)
01. Part 1 Introduction/02. What Does the Course Cover.mp4 (9.56 MB)
01. Part 1 Introduction/02. What Does the Course Cover.vtt (5.44 KB)
01. Part 1 Introduction/03. Download All Resources and Important FAQ.html (21.34 KB)
01. Part 1 Introduction/assets/03. FAQ-The-Data-Science-Course.pdf (306.1 KB)
02. The Field of Data Science - The Various Data Science Disciplines/01. Data Science and Business Buzzwords Why are there so Many.mp4 (15.59 MB)
02. The Field of Data Science - The Various Data Science Disciplines/01. Data Science and Business Buzzwords Why are there so Many.vtt (7.37 KB)
02. The Field of Data Science - The Various Data Science Disciplines/02. What is the difference between Analysis and Analytics.mp4 (11.16 MB)
02. The Field of Data Science - The Various Data Science Disciplines/02. What is the difference between Analysis and Analytics.vtt (5.12 KB)
02. The Field of Data Science - The Various Data Science Disciplines/03. Business Analytics, Data Analytics, and Data Science An Introduction.mp4 (14.6 MB)
02. The Field of Data Science - The Various Data Science Disciplines/03. Business Analytics, Data Analytics, and Data Science An Introduction.vtt (9.62 KB)
02. The Field of Data Science - The Various Data Science Disciplines/04. Continuing with BI, ML, and AI.mp4 (47.55 MB)
02. The Field of Data Science - The Various Data Science Disciplines/04. Continuing with BI, ML, and AI.vtt (13.13 KB)
02. The Field of Data Science - The Various Data Science Disciplines/05. Traditional AI vs. Generative AI.mp4 (24.51 MB)
02. The Field of Data Science - The Various Data Science Disciplines/05. Traditional AI vs. Generative AI.vtt (6.92 KB)
02. The Field of Data Science - The Various Data Science Disciplines/06. More Examples of Generative AI.mp4 (30.54 MB)
02. The Field of Data Science - The Various Data Science Disciplines/06. More Examples of Generative AI.vtt (6.87 KB)
02. The Field of Data Science - The Various Data Science Disciplines/07. A Breakdown of our Data Science Infographic.mp4 (45.37 MB)
02. The Field of Data Science - The Various Data Science Disciplines/07. A Breakdown of our Data Science Infographic.vtt (5.09 KB)
02. The Field of Data Science - The Various Data Science Disciplines/assets/03. 365-DataScience-Diagram.pdf (323.08 KB)
02. The Field of Data Science - The Various Data Science Disciplines/assets/04. 365-DataScience-Diagram.pdf (323.08 KB)
02. The Field of Data Science - The Various Data Science Disciplines/assets/04. 365-DataScience.png (6.92 MB)
02. The Field of Data Science - The Various Data Science Disciplines/assets/07. 365-DataScience.png (6.92 MB)
03. The Field of Data Science - Connecting the Data Science Disciplines/01. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 (83.53 MB)
03. The Field of Data Science - Connecting the Data Science Disciplines/01. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.vtt (9.24 KB)
04. The Field of Data Science - The Benefits of Each Discipline/01. The Reason Behind These Disciplines.mp4 (46.77 MB)
04. The Field of Data Science - The Benefits of Each Discipline/01. The Reason Behind These Disciplines.vtt (6.54 KB)
05. The Field of Data Science - Popular Data Science Techniques/01. Techniques for Working with Traditional Data.mp4 (107.18 MB)
05. The Field of Data Science - Popular Data Science Techniques/01. Techniques for Working with Traditional Data.vtt (10.96 KB)
05. The Field of Data Science - Popular Data Science Techniques/02. Real Life Examples of Traditional Data.mp4 (18.37 MB)
05. The Field of Data Science - Popular Data Science Techniques/02. Real Life Examples of Traditional Data.vtt (2.33 KB)
05. The Field of Data Science - Popular Data Science Techniques/03. Techniques for Working with Big Data.mp4 (62.12 MB)
05. The Field of Data Science - Popular Data Science Techniques/03. Techniques for Working with Big Data.vtt (5.84 KB)
05. The Field of Data Science - Popular Data Science Techniques/04. Real Life Examples of Big Data.mp4 (13.05 MB)
05. The Field of Data Science - Popular Data Science Techniques/04. Real Life Examples of Big Data.vtt (1.89 KB)
05. The Field of Data Science - Popular Data Science Techniques/05. Business Intelligence (BI) Techniques.mp4 (52.91 MB)
05. The Field of Data Science - Popular Data Science Techniques/05. Business Intelligence (BI) Techniques.vtt (8.82 KB)
05. The Field of Data Science - Popular Data Science Techniques/06. Real Life Examples of Business Intelligence (BI).mp4 (24.62 MB)
05. The Field of Data Science - Popular Data Science Techniques/06. Real Life Examples of Business Intelligence (BI).vtt (2.26 KB)
05. The Field of Data Science - Popular Data Science Techniques/07. Techniques for Working with Traditional Methods.mp4 (76.01 MB)
05. The Field of Data Science - Popular Data Science Techniques/07. Techniques for Working with Traditional Methods.vtt (11.49 KB)
05. The Field of Data Science - Popular Data Science Techniques/08. Real Life Examples of Traditional Methods.mp4 (36.74 MB)
05. The Field of Data Science - Popular Data Science Techniques/08. Real Life Examples of Traditional Methods.vtt (5.37 KB)
05. The Field of Data Science - Popular Data Science Techniques/09. Machine Learning (ML) Techniques.mp4 (49.42 MB)
05. The Field of Data Science - Popular Data Science Techniques/09. Machine Learning (ML) Techniques.vtt (9.31 KB)
05. The Field of Data Science - Popular Data Science Techniques/10. Types of Machine Learning.mp4 (69.45 MB)
05. The Field of Data Science - Popular Data Science Techniques/10. Types of Machine Learning.vtt (10.95 KB)
05. The Field of Data Science - Popular Data Science Techniques/11. Evolution and Latest Trends of Machine Learning (ML).mp4 (27.32 MB)
05. The Field of Data Science - Popular Data Science Techniques/11. Evolution and Latest Trends of Machine Learning (ML).vtt (7.76 KB)
05. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Machine Learning (ML).mp4 (27.74 MB)
05. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Machine Learning (ML).vtt (3.03 KB)
06. The Field of Data Science - Popular Data Science Tools/01. Necessary Programming Languages and Software Used in Data Science.mp4 (82.38 MB)
06. The Field of Data Science - Popular Data Science Tools/01. Necessary Programming Languages and Software Used in Data Science.vtt (7.97 KB)
07. The Field of Data Science - Careers in Data Science/01. Finding the Job - What to Expect and What to Look for.mp4 (40.03 MB)
07. The Field of Data Science - Careers in Data Science/01. Finding the Job - What to Expect and What to Look for.vtt (4.66 KB)
08. The Field of Data Science - Debunking Common Misconceptions/01. Debunking Common Misconceptions.mp4 (58.86 MB)
08. The Field of Data Science - Debunking Common Misconceptions/01. Debunking Common Misconceptions.vtt (5.53 KB)
09. Part 2 Probability/01. The Basic Probability Formula.mp4 (29.4 MB)
09. Part 2 Probability/01. The Basic Probability Formula.vtt (8.96 KB)
09. Part 2 Probability/02. Computing Expected Values.mp4 (45.66 MB)
09. Part 2 Probability/02. Computing Expected Values.vtt (6.95 KB)
09. Part 2 Probability/03. Frequency.mp4 (37.37 MB)
09. Part 2 Probability/03. Frequency.vtt (6.93 KB)
09. Part 2 Probability/04. Events and Their Complements.mp4 (25.84 MB)
09. Part 2 Probability/04. Events and Their Complements.vtt (7.13 KB)
09. Part 2 Probability/assets/01. Course-Notes-Basic-Probability.pdf (371.05 KB)
10. Probability - Combinatorics/01. Fundamentals of Combinatorics.mp4 (5.94 MB)
10. Probability - Combinatorics/01. Fundamentals of Combinatorics.vtt (1.47 KB)
10. Probability - Combinatorics/02. Permutations and How to Use Them.mp4 (17.52 MB)
10. Probability - Combinatorics/02. Permutations and How to Use Them.vtt (4.41 KB)
10. Probability - Combinatorics/03. Simple Operations with Factorials.mp4 (10.51 MB)
10. Probability - Combinatorics/03. Simple Operations with Factorials.vtt (3.39 KB)
10. Probability - Combinatorics/04. Solving Variations with Repetition.mp4 (13.95 MB)
10. Probability - Combinatorics/04. Solving Variations with Repetition.vtt (3.75 KB)
10. Probability - Combinatorics/05. Solving Variations without Repetition.mp4 (18.25 MB)
10. Probability - Combinatorics/05. Solving Variations without Repetition.vtt (4.94 KB)
10. Probability - Combinatorics/06. Solving Combinations.mp4 (23.64 MB)
10. Probability - Combinatorics/06. Solving Combinations.vtt (6.03 KB)
10. Probability - Combinatorics/07. Symmetry of Combinations.mp4 (13.74 MB)
10. Probability - Combinatorics/07. Symmetry of Combinations.vtt (4.49 KB)
10. Probability - Combinatorics/08. Solving Combinations with Separate Sample Spaces.mp4 (20.3 MB)
10. Probability - Combinatorics/08. Solving Combinations with Separate Sample Spaces.vtt (4.07 KB)
10. Probability - Combinatorics/09. Combinatorics in Real-Life The Lottery.mp4 (16.38 MB)
10. Probability - Combinatorics/09. Combinatorics in Real-Life The Lottery.vtt (4.22 KB)
10. Probability - Combinatorics/10. A Recap of Combinatorics.mp4 (12.1 MB)
10. Probability - Combinatorics/10. A Recap of Combinatorics.vtt (3.79 KB)
10. Probability - Combinatorics/11. A Practical Example of Combinatorics.mp4 (80.69 MB)
10. Probability - Combinatorics/11. A Practical Example of Combinatorics.vtt (15.17 KB)
10. Probability - Combinatorics/assets/01. Course-Notes-Combinatorics.pdf (226.12 KB)
10. Probability - Combinatorics/assets/06. Combinations-With-Repetition.pdf (207.41 KB)
10. Probability - Combinatorics/assets/07. Symmetry-Explained.pdf (85.04 KB)
10. Probability - Combinatorics/assets/11. Additional-Exercises-Combinatorics-Solutions.pdf (245.67 KB)
10. Probability - Combinatorics/assets/11. Additional-Exercises-Combinatorics.pdf (106.58 KB)
11. Probability - Bayesian Inference/01. Sets and Events.mp4 (17.67 MB)
11. Probability - Bayesian Inference/01. Sets and Events.vtt (5.45 KB)
11. Probability - Bayesian Inference/02. Ways Sets Can Interact.mp4 (11.33 MB)
11. Probability - Bayesian Inference/02. Ways Sets Can Interact.vtt (4.62 KB)
11. Probability - Bayesian Inference/03. Intersection of Sets.mp4 (11.02 MB)
11. Probability - Bayesian Inference/03. Intersection of Sets.vtt (2.59 KB)
11. Probability - Bayesian Inference/04. Union of Sets.mp4 (24.18 MB)
11. Probability - Bayesian Inference/04. Union of Sets.vtt (6.25 KB)
11. Probability - Bayesian Inference/05. Mutually Exclusive Sets.mp4 (10.58 MB)
11. Probability - Bayesian Inference/05. Mutually Exclusive Sets.vtt (2.76 KB)
11. Probability - Bayesian Inference/06. Dependence and Independence of Sets.mp4 (14.92 MB)
11. Probability - Bayesian Inference/06. Dependence and Independence of Sets.vtt (3.47 KB)
11. Probability - Bayesian Inference/07. The Conditional Probability Formula.mp4 (20.07 MB)
11. Probability - Bayesian Inference/07. The Conditional Probability Formula.vtt (5.9 KB)
11. Probability - Bayesian Inference/08. The Law of Total Probability.mp4 (14.21 MB)
11. Probability - Bayesian Inference/08. The Law of Total Probability.vtt (3.91 KB)
11. Probability - Bayesian Inference/09. The Additive Rule.mp4 (11.09 MB)
11. Probability - Bayesian Inference/09. The Additive Rule.vtt (2.66 KB)
11. Probability - Bayesian Inference/10. The Multiplication Law.mp4 (20.19 MB)
11. Probability - Bayesian Inference/10. The Multiplication Law.vtt (4.71 KB)
11. Probability - Bayesian Inference/11. Bayes' Law.mp4 (21.35 MB)
11. Probability - Bayesian Inference/11. Bayes' Law.vtt (7.7 KB)
11. Probability - Bayesian Inference/12. A Practical Example of Bayesian Inference.mp4 (139.24 MB)
11. Probability - Bayesian Inference/12. A Practical Example of Bayesian Inference.vtt (20.11 KB)
11. Probability - Bayesian Inference/assets/01. Course-Notes-Bayesian-Inference.pdf (386.01 KB)
11. Probability - Bayesian Inference/assets/12. Bayesian-Homework-Solutions.pdf (30.35 KB)
11. Probability - Bayesian Inference/assets/12. Bayesian-Homework.pdf (27.26 KB)
11. Probability - Bayesian Inference/assets/12. CDS-2017-2018-Hamilton.pdf (845.31 KB)
12. Probability - Distributions/01. Fundamentals of Probability Distributions.mp4 (19.42 MB)
12. Probability - Distributions/01. Fundamentals of Probability Distributions.vtt (8.4 KB)
12. Probability - Distributions/02. Types of Probability Distributions.mp4 (35.59 MB)
12. Probability - Distributions/02. Types of Probability Distributions.vtt (10.44 KB)
12. Probability - Distributions/03. Characteristics of Discrete Distributions.mp4 (9.42 MB)
12. Probability - Distributions/03. Characteristics of Discrete Distributions.vtt (2.56 KB)
12. Probability - Distributions/04. Discrete Distributions The Uniform Distribution.mp4 (10.3 MB)
12. Probability - Distributions/04. Discrete Distributions The Uniform Distribution.vtt (2.9 KB)
12. Probability - Distributions/05. Discrete Distributions The Bernoulli Distribution.mp4 (15.12 MB)
12. Probability - Distributions/05. Discrete Distributions The Bernoulli Distribution.vtt (5.22 KB)
12. Probability - Distributions/06. Discrete Distributions The Binomial Distribution.mp4 (30.6 MB)
12. Probability - Distributions/06. Discrete Distributions The Binomial Distribution.vtt (8.82 KB)
12. Probability - Distributions/07. Discrete Distributions The Poisson Distribution.mp4 (23.92 MB)
12. Probability - Distributions/07. Discrete Distributions The Poisson Distribution.vtt (7.18 KB)
12. Probability - Distributions/08. Characteristics of Continuous Distributions.mp4 (21.25 MB)
12. Probability - Distributions/08. Characteristics of Continuous Distributions.vtt (9.18 KB)
12. Probability - Distributions/09. Continuous Distributions The Normal Distribution.mp4 (20.01 MB)
12. Probability - Distributions/09. Continuous Distributions The Normal Distribution.vtt (5.09 KB)
12. Probability - Distributions/10. Continuous Distributions The Standard Normal Distribution.mp4 (21.11 MB)
12. Probability - Distributions/10. Continuous Distributions The Standard Normal Distribution.vtt (5.73 KB)
12. Probability - Distributions/11. Continuous Distributions The Students' T Distribution.mp4 (9.24 MB)
12. Probability - Distributions/11. Continuous Distributions The Students' T Distribution.vtt (3.22 KB)
12. Probability - Distributions/12. Continuous Distributions The Chi-Squared Distribution.mp4 (11.16 MB)
12. Probability - Distributions/12. Continuous Distributions The Chi-Squared Distribution.vtt (2.98 KB)
12. Probability - Distributions/13. Continuous Distributions The Exponential Distribution.mp4 (15.99 MB)
12. Probability - Distributions/13. Continuous Distributions The Exponential Distribution.vtt (4.47 KB)
12. Probability - Distributions/14. Continuous Distributions The Logistic Distribution.mp4 (16.18 MB)
12. Probability - Distributions/14. Continuous Distributions The Logistic Distribution.vtt (5.41 KB)
12. Probability - Distributions/15. A Practical Example of Probability Distributions.mp4 (138.31 MB)
12. Probability - Distributions/15. A Practical Example of Probability Distributions.vtt (21.13 KB)
12. Probability - Distributions/assets/01. Course-Notes-Probability-Distributions.pdf (463.95 KB)
12. Probability - Distributions/assets/07. Poisson-Expected-Value-and-Variance.pdf (145.99 KB)
12. Probability - Distributions/assets/08. Solving-Integrals.pdf (343.85 KB)
12. Probability - Distributions/assets/09. Normal-Distribution-Exp-and-Var.pdf (144.08 KB)
12. Probability - Distributions/assets/15. Customers-Membership-post.xlsx (15.62 KB)
12. Probability - Distributions/assets/15. Customers-Membership.xlsx (9.69 KB)
12. Probability - Distributions/assets/15. Daily-Views-post.xlsx (20.21 KB)
12. Probability - Distributions/assets/15. Daily-Views.xlsx (9.53 KB)
12. Probability - Distributions/assets/15. FIFA19-post.csv (8.64 MB)
12. Probability - Distributions/assets/15. FIFA19.csv (8.64 MB)
13. Probability - Probability in Other Fields/01. Probability in Finance.mp4 (40.35 MB)
13. Probability - Probability in Other Fields/01. Probability in Finance.vtt (10.08 KB)
13. Probability - Probability in Other Fields/02. Probability in Statistics.mp4 (31.6 MB)
13. Probability - Probability in Other Fields/02. Probability in Statistics.vtt (9.12 KB)
13. Probability - Probability in Other Fields/03. Probability in Data Science.mp4 (14.24 MB)
13. Probability - Probability in Other Fields/03. Probability in Data Science.vtt (7.11 KB)
13. Probability - Probability in Other Fields/assets/01. Probability-in-Finance-Homework.pdf (110.68 KB)
13. Probability - Probability in Other Fields/assets/01. Probability-in-Finance-Solutions.pdf (184.46 KB)
13. Probability - Probability in Other Fields/assets/03. Probability-Cheat-Sheet.pdf (320.28 KB)
14. Part 3 Statistics/01. Population and Sample.mp4 (35.1 MB)
14. Part 3 Statistics/01. Population and Sample.vtt (5.84 KB)
14. Part 3 Statistics/assets/01. Course-notes-descriptive-statistics.pdf (482.21 KB)
14. Part 3 Statistics/assets/01. Statistics-Glossary.xlsx (20.26 KB)
15. Statistics - Descriptive Statistics/01. Types of Data.mp4 (43.19 MB)
15. Statistics - Descriptive Statistics/01. Types of Data.vtt (5.82 KB)
15. Statistics - Descriptive Statistics/02. Levels of Measurement.mp4 (32.19 MB)
15. Statistics - Descriptive Statistics/02. Levels of Measurement.vtt (4.83 KB)
15. Statistics - Descriptive Statistics/03. Categorical Variables - Visualization Techniques.mp4 (27.49 MB)
15. Statistics - Descriptive Statistics/03. Categorical Variables - Visualization Techniques.vtt (6.71 KB)
15. Statistics - Descriptive Statistics/04. Categorical Variables Exercise.html (81 B)
15. Statistics - Descriptive Statistics/05. Numerical Variables - Frequency Distribution Table.mp4 (17.7 MB)
15. Statistics - Descriptive Statistics/05. Numerical Variables - Frequency Distribution Table.vtt (4.45 KB)
15. Statistics - Descriptive Statistics/06. Numerical Variables Exercise.html (81 B)
15. Statistics - Descriptive Statistics/07. The Histogram.mp4 (9.58 MB)
15. Statistics - Descriptive Statistics/07. The Histogram.vtt (3.37 KB)
15. Statistics - Descriptive Statistics/08. Histogram Exercise.html (81 B)
15. Statistics - Descriptive Statistics/09. Cross Tables and Scatter Plots.mp4 (19.7 MB)
15. Statistics - Descriptive Statistics/09. Cross Tables and Scatter Plots.vtt (6.92 KB)
15. Statistics - Descriptive Statistics/10. Cross Tables and Scatter Plots Exercise.html (81 B)
15. Statistics - Descriptive Statistics/11. Mean, median and mode.mp4 (24.5 MB)
15. Statistics - Descriptive Statistics/11. Mean, median and mode.vtt (5.98 KB)
15. Statistics - Descriptive Statistics/12. Mean, Median and Mode Exercise.html (81 B)
15. Statistics - Descriptive Statistics/13. Skewness.mp4 (13.32 MB)
15. Statistics - Descriptive Statistics/13. Skewness.vtt (3.73 KB)
15. Statistics - Descriptive Statistics/14. Skewness Exercise.html (81 B)
15. Statistics - Descriptive Statistics/15. Variance.mp4 (23.55 MB)
15. Statistics - Descriptive Statistics/15. Variance.vtt (8.19 KB)
15. Statistics - Descriptive Statistics/16. Variance Exercise.html (522 B)
15. Statistics - Descriptive Statistics/17. Standard Deviation and Coefficient of Variation.mp4 (20.12 MB)
15. Statistics - Descriptive Statistics/17. Standard Deviation and Coefficient of Variation.vtt (6.35 KB)
15. Statistics - Descriptive Statistics/18. Standard Deviation and Coefficient of Variation Exercise.html (81 B)
15. Statistics - Descriptive Statistics/19. Covariance.mp4 (18.37 MB)
15. Statistics - Descriptive Statistics/19. Covariance.vtt (5.11 KB)
15. Statistics - Descriptive Statistics/20. Covariance Exercise.html (81 B)
15. Statistics - Descriptive Statistics/21. Correlation Coefficient.mp4 (19.32 MB)
15. Statistics - Descriptive Statistics/21. Correlation Coefficient.vtt (4.96 KB)
15. Statistics - Descriptive Statistics/22. Correlation Coefficient Exercise.html (81 B)
15. Statistics - Descriptive Statistics/assets/01. Course-notes-descriptive-statistics.pdf (482.21 KB)
15. Statistics - Descriptive Statistics/assets/01. Glossary.xlsx (19.97 KB)
15. Statistics - Descriptive Statistics/assets/03. 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx (30.77 KB)
15. Statistics - Descriptive Statistics/assets/04. 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx (41.11 KB)
15. Statistics - Descriptive Statistics/assets/04. 2.3.Categorical-variables.Visualization-techniques-exercise.xlsx (15.24 KB)
15. Statistics - Descriptive Statistics/assets/04. Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf (289.12 KB)
15. Statistics - Descriptive Statistics/assets/05. 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx (11.44 KB)
15. Statistics - Descriptive Statistics/assets/06. 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx (13.15 KB)
15. Statistics - Descriptive Statistics/assets/07. 2.5.The-Histogram-lesson.xlsx (18.63 KB)
15. Statistics - Descriptive Statistics/assets/08. 2.5.The-Histogram-exercise-solution.xlsx (17.1 KB)
15. Statistics - Descriptive Statistics/assets/08. 2.5.The-Histogram-exercise.xlsx (15.5 KB)
15. Statistics - Descriptive Statistics/assets/08. Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf (289.12 KB)
15. Statistics - Descriptive Statistics/assets/09. 2.6.Cross-table-and-scatter-plot.xlsx (26.12 KB)
15. Statistics - Descriptive Statistics/assets/10. 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx (40.44 KB)
15. Statistics - Descriptive Statistics/assets/10. 2.6.Cross-table-and-scatter-plot-exercise.xlsx (16.28 KB)
15. Statistics - Descriptive Statistics/assets/11. 2.7.Mean-median-and-mode-lesson.xlsx (10.49 KB)
15. Statistics - Descriptive Statistics/assets/12. 2.7.Mean-median-and-mode-exercise-solution.xlsx (11.35 KB)
15. Statistics - Descriptive Statistics/assets/12. 2.7.Mean-median-and-mode-exercise.xlsx (10.87 KB)
15. Statistics - Descriptive Statistics/assets/13. 2.8.Skewness-lesson.xlsx (34.63 KB)
15. Statistics - Descriptive Statistics/assets/14. 2.8.Skewness-exercise-solution.xlsx (19.78 KB)
15. Statistics - Descriptive Statistics/assets/14. 2.8.Skewness-exercise.xlsx (9.49 KB)
15. Statistics - Descriptive Statistics/assets/15. 2.9.Variance-lesson.xlsx (10.08 KB)
15. Statistics - Descriptive Statistics/assets/16. 2.9.Variance-exercise-solution.xlsx (11.05 KB)
15. Statistics - Descriptive Statistics/assets/16. 2.9.Variance-exercise.xlsx (10.83 KB)
15. Statistics - Descriptive Statistics/assets/17. 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx (10.97 KB)
15. Statistics - Descriptive Statistics/assets/18. 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx (12.6 KB)
15. Statistics - Descriptive Statistics/assets/18. 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx (11.61 KB)
15. Statistics - Descriptive Statistics/assets/19. 2.11.Covariance-lesson.xlsx (24.92 KB)
15. Statistics - Descriptive Statistics/assets/20. 2.11.Covariance-exercise-solution.xlsx (29.51 KB)
15. Statistics - Descriptive Statistics/assets/20. 2.11.Covariance-exercise.xlsx (20.23 KB)
15. Statistics - Descriptive Statistics/assets/22. 2.12.Correlation-exercise-solution.xlsx (29.48 KB)
15. Statistics - Descriptive Statistics/assets/22. 2.12.Correlation-exercise.xlsx (29.3 KB)
16. Statistics - Practical Example Descriptive Statistics/01. Practical Example Descriptive Statistics.mp4 (130.53 MB)
16. Statistics - Practical Example Descriptive Statistics/01. Practical Example Descriptive Statistics.vtt (20.99 KB)
16. Statistics - Practical Example Descriptive Statistics/02. Practical Example Descriptive Statistics Exercise.html (81 B)
16. Statistics - Practical Example Descriptive Statistics/assets/01. 2.13.Practical-example.Descriptive-statistics-lesson.xlsx (146.51 KB)
16. Statistics - Practical Example Descriptive Statistics/assets/02. 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx (146.38 KB)
16. Statistics - Practical Example Descriptive Statistics/assets/02. 2.13.Practical-example.Descriptive-statistics-exercise.xlsx (120.27 KB)
17. Statistics - Inferential Statistics Fundamentals/01. Introduction.mp4 (3.06 MB)
17. Statistics - Inferential Statistics Fundamentals/01. Introduction.vtt (1.67 KB)
17. Statistics - Inferential Statistics Fundamentals/02. What is a Distribution.mp4 (17.2 MB)
17. Statistics - Inferential Statistics Fundamentals/02. What is a Distribution.vtt (5.9 KB)
17. Statistics - Inferential Statistics Fundamentals/03. The Normal Distribution.mp4 (13.07 MB)
17. Statistics - Inferential Statistics Fundamentals/03. The Normal Distribution.vtt (5.2 KB)
17. Statistics - Inferential Statistics Fundamentals/04. The Standard Normal Distribution.mp4 (8.6 MB)
17. Statistics - Inferential Statistics Fundamentals/04. The Standard Normal Distribution.vtt (4.03 KB)
17. Statistics - Inferential Statistics Fundamentals/05. The Standard Normal Distribution Exercise.html (81 B)
17. Statistics - Inferential Statistics Fundamentals/06. Central Limit Theorem.mp4 (23.22 MB)
17. Statistics - Inferential Statistics Fundamentals/06. Central Limit Theorem.vtt (5.61 KB)
17. Statistics - Inferential Statistics Fundamentals/07. Standard error.mp4 (13.51 MB)
17. Statistics - Inferential Statistics Fundamentals/07. Standard error.vtt (2.08 KB)
17. Statistics - Inferential Statistics Fundamentals/08. Estimators and Estimates.mp4 (27.69 MB)
17. Statistics - Inferential Statistics Fundamentals/08. Estimators and Estimates.vtt (3.99 KB)
17. Statistics - Inferential Statistics Fundamentals/assets/01. Course-notes-inferential-statistics.pdf (382.32 KB)
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22. Part 4 Introduction to Python/01. Introduction to Programming.mp4 (14.87 MB)
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30. Python - Advanced Python Tools/04. Importing Modules in Python.mp4 (9.87 MB)
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31. Part 5 Advanced Statistical Methods in Python/01. Introduction to Regression Analysis.mp4 (3.59 MB)
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32. Advanced Statistical Methods - Linear Regression with StatsModels/01. The Linear Regression Model.mp4 (13.48 MB)
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36. Advanced Statistical Methods - Logistic Regression/01. Introduction to Logistic Regression.mp4 (5.87 MB)
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36. Advanced Statistical Methods - Logistic Regression/02. A Simple Example in Python.mp4 (21.88 MB)
36. Advanced Statistical Methods - Logistic Regression/02. A Simple Example in Python.vtt (5.91 KB)
36. Advanced Statistical Methods - Logistic Regression/03. Logistic vs Logit Function.mp4 (23.74 MB)
36. Advanced Statistical Methods - Logistic Regression/03. Logistic vs Logit Function.vtt (5.07 KB)
36. Advanced Statistical Methods - Logistic Regression/04. Building a Logistic Regression.mp4 (8.59 MB)
36. Advanced Statistical Methods - Logistic Regression/04. Building a Logistic Regression.vtt (3.51 KB)
36. Advanced Statistical Methods - Logistic Regression/05. Building a Logistic Regression - Exercise.html (87 B)
36. Advanced Statistical Methods - Logistic Regression/06. An Invaluable Coding Tip.mp4 (18.78 MB)
36. Advanced Statistical Methods - Logistic Regression/06. An Invaluable Coding Tip.vtt (3.15 KB)
36. Advanced Statistical Methods - Logistic Regression/07. Understanding Logistic Regression Tables.mp4 (14.59 MB)
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36. Advanced Statistical Methods - Logistic Regression/08. Understanding Logistic Regression Tables - Exercise.html (87 B)
36. Advanced Statistical Methods - Logistic Regression/09. What do the Odds Actually Mean.mp4 (11.39 MB)
36. Advanced Statistical Methods - Logistic Regression/09. What do the Odds Actually Mean.vtt (4.41 KB)
36. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.mp4 (24.86 MB)
36. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.vtt (5.27 KB)
36. Advanced Statistical Methods - Logistic Regression/11. Binary Predictors in a Logistic Regression - Exercise.html (87 B)
36. Advanced Statistical Methods - Logistic Regression/12. Calculating the Accuracy of the Model.mp4 (20.26 MB)
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36. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.mp4 (7.49 MB)
36. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.vtt (5.16 KB)
36. Advanced Statistical Methods - Logistic Regression/15. Testing the Model.mp4 (21.59 MB)
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36. Advanced Statistical Methods - Logistic Regression/16. Testing the Model - Exercise.html (87 B)
36. Advanced Statistical Methods - Logistic Regression/assets/01. Course-Notes-Logistic-Regression.pdf (335.17 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/02. 2.01.Admittance.csv (1.58 KB)
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36. Advanced Statistical Methods - Logistic Regression/assets/02. Course-Notes-Logistic-Regression.pdf (335.17 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/04. Admittance-regression-summary-error.ipynb (2.48 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/04. Admittance-regression-tables-fixed-error.ipynb (4.11 KB)
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36. Advanced Statistical Methods - Logistic Regression/assets/05. Building-a-Logistic-Regression-Solution.ipynb (4.44 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/05. Example-bank-data.csv (6.21 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/08. Bank-data.csv (19.55 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/08. Understanding-Logistic-Regression-Tables-Exercise.ipynb (3.16 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/08. Understanding-Logistic-Regression-Tables-Solution.ipynb (4.79 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/10. 2.02.Binary-predictors.csv (2.56 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/10. Binary-predictors.ipynb (2.41 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/11. Bank-data.csv (19.55 KB)
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36. Advanced Statistical Methods - Logistic Regression/assets/12. Accuracy-with-comments.ipynb (11.67 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/12. Accuracy.ipynb (3.63 KB)
36. Advanced Statistical Methods - Logistic Regression/assets/13. Bank-data.csv (19.55 KB)
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37. Advanced Statistical Methods - Cluster Analysis/01. Introduction to Cluster Analysis.mp4 (14.46 MB)
37. Advanced Statistical Methods - Cluster Analysis/01. Introduction to Cluster Analysis.vtt (4.96 KB)
37. Advanced Statistical Methods - Cluster Analysis/02. Some Examples of Clusters.mp4 (35.86 MB)
37. Advanced Statistical Methods - Cluster Analysis/02. Some Examples of Clusters.vtt (6.25 KB)
37. Advanced Statistical Methods - Cluster Analysis/03. Difference between Classification and Clustering.mp4 (9.67 MB)
37. Advanced Statistical Methods - Cluster Analysis/03. Difference between Classification and Clustering.vtt (3.62 KB)
37. Advanced Statistical Methods - Cluster Analysis/04. Math Prerequisites.mp4 (5.27 MB)
37. Advanced Statistical Methods - Cluster Analysis/04. Math Prerequisites.vtt (4.37 KB)
37. Advanced Statistical Methods - Cluster Analysis/assets/01. Course-Notes-Cluster-Analysis.pdf (208.65 KB)
37. Advanced Statistical Methods - Cluster Analysis/assets/02. Course-Notes-Cluster-Analysis.pdf (208.65 KB)
38. Advanced Statistical Methods - K-Means Clustering/01. K-Means Clustering.mp4 (10.82 MB)
38. Advanced Statistical Methods - K-Means Clustering/01. K-Means Clustering.vtt (6.6 KB)
38. Advanced Statistical Methods - K-Means Clustering/02. A Simple Example of Clustering.mp4 (34.18 MB)
38. Advanced Statistical Methods - K-Means Clustering/02. A Simple Example of Clustering.vtt (9.74 KB)
38. Advanced Statistical Methods - K-Means Clustering/03. A Simple Example of Clustering - Exercise.html (87 B)
38. Advanced Statistical Methods - K-Means Clustering/04. Clustering Categorical Data.mp4 (10.35 MB)
38. Advanced Statistical Methods - K-Means Clustering/04. Clustering Categorical Data.vtt (3.32 KB)
38. Advanced Statistical Methods - K-Means Clustering/05. Clustering Categorical Data - Exercise.html (87 B)
38. Advanced Statistical Methods - K-Means Clustering/06. How to Choose the Number of Clusters.mp4 (26.87 MB)
38. Advanced Statistical Methods - K-Means Clustering/06. How to Choose the Number of Clusters.vtt (7.57 KB)
38. Advanced Statistical Methods - K-Means Clustering/07. How to Choose the Number of Clusters - Exercise.html (87 B)
38. Advanced Statistical Methods - K-Means Clustering/08. Pros and Cons of K-Means Clustering.mp4 (11.12 MB)
38. Advanced Statistical Methods - K-Means Clustering/08. Pros and Cons of K-Means Clustering.vtt (4.59 KB)
38. Advanced Statistical Methods - K-Means Clustering/09. To Standardize or not to Standardize.mp4 (10.92 MB)
38. Advanced Statistical Methods - K-Means Clustering/09. To Standardize or not to Standardize.vtt (6.26 KB)
38. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.mp4 (3.51 MB)
38. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.vtt (2.29 KB)
38. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).mp4 (28.04 MB)
38. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).vtt (7.53 KB)
38. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).mp4 (34.08 MB)
38. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).vtt (9.13 KB)
38. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.mp4 (37.43 MB)
38. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.vtt (6.78 KB)
38. Advanced Statistical Methods - K-Means Clustering/14. EXERCISE Species Segmentation with Cluster Analysis (Part 1).html (87 B)
38. Advanced Statistical Methods - K-Means Clustering/15. EXERCISE Species Segmentation with Cluster Analysis (Part 2).html (87 B)
38. Advanced Statistical Methods - K-Means Clustering/assets/02. 3.01.Country-clusters.csv (200 B)
38. Advanced Statistical Methods - K-Means Clustering/assets/02. Country-clusters-with-comments.ipynb (5.8 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/02. Country-clusters.ipynb (3.31 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/03. A-Simple-Example-of-Clustering-Exercise.ipynb (3.62 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/03. A-Simple-Example-of-Clustering-Solution.ipynb (4.65 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/03. Countries-exercise.csv (8.27 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/04. Categorical-data-with-comments.ipynb (5.62 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/04. Categorical-data.ipynb (3.35 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/05. Categorical.csv (10.34 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/05. Clustering-Categorical-Data-Exercise.ipynb (3.78 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/05. Clustering-Categorical-Data-Solution.ipynb (4.9 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/06. Selecting-the-number-of-clusters-with-comments.ipynb (7.48 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/06. Selecting-the-number-of-clusters.ipynb (4.53 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/07. Countries-exercise.csv (8.27 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/07. How-to-Choose-the-Number-of-Clusters-Exercise.ipynb (5.55 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/07. How-to-Choose-the-Number-of-Clusters-Solution.ipynb (8.49 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/11. 3.12.Example.csv (283 B)
38. Advanced Statistical Methods - K-Means Clustering/assets/11. Market-segmentation-example-with-comments.ipynb (5.9 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/11. Market-segmentation-example.ipynb (3.8 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/12. Market-segmentation-example-Part2-with-comments.ipynb (6.81 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/12. Market-segmentation-example-Part2.ipynb (4.68 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/14. iris-dataset.csv (2.4 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/14. Species-Segmentation-with-Cluster-Analysis-Part-1-Exercise.ipynb (4.46 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/14. Species-Segmentation-with-Cluster-Analysis-Part-1-Solution.ipynb (7.35 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/15. iris-dataset.csv (2.4 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/15. iris-with-answers.csv (3.63 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/15. Species-Segmentation-with-Cluster-Analysis-Part-2-Exercise.ipynb (10.74 KB)
38. Advanced Statistical Methods - K-Means Clustering/assets/15. Species-Segmentation-with-Cluster-Analysis-Part-2-Solution.ipynb (15.3 KB)
39. Advanced Statistical Methods - Other Types of Clustering/01. Types of Clustering.mp4 (9.01 MB)
39. Advanced Statistical Methods - Other Types of Clustering/01. Types of Clustering.vtt (5.07 KB)
39. Advanced Statistical Methods - Other Types of Clustering/02. Dendrogram.mp4 (18.29 MB)
39. Advanced Statistical Methods - Other Types of Clustering/02. Dendrogram.vtt (7.58 KB)
39. Advanced Statistical Methods - Other Types of Clustering/03. Heatmaps.mp4 (18.5 MB)
39. Advanced Statistical Methods - Other Types of Clustering/03. Heatmaps.vtt (6.18 KB)
39. Advanced Statistical Methods - Other Types of Clustering/assets/03. Country-clusters-standardized.csv (244 B)
39. Advanced Statistical Methods - Other Types of Clustering/assets/03. Heatmaps-with-comments.ipynb (17.66 KB)
39. Advanced Statistical Methods - Other Types of Clustering/assets/03. Heatmaps.ipynb (1.82 KB)
40. ChatGPT for Data Science/01. Traditional data science methods and the role of ChatGPT.mp4 (26.16 MB)
40. ChatGPT for Data Science/01. Traditional data science methods and the role of ChatGPT.vtt (7.2 KB)
40. ChatGPT for Data Science/02. How to install ChatGPT.mp4 (5.22 MB)
40. ChatGPT for Data Science/02. How to install ChatGPT.vtt (2.05 KB)
40. ChatGPT for Data Science/03. How ChatGPT can boost your productivity.mp4 (5.38 MB)
40. ChatGPT for Data Science/03. How ChatGPT can boost your productivity.vtt (2.44 KB)
40. ChatGPT for Data Science/04. Data Preprocessing with ChatGPT.mp4 (28.73 MB)
40. ChatGPT for Data Science/04. Data Preprocessing with ChatGPT.vtt (6.41 KB)
40. ChatGPT for Data Science/05. First attempt at machine learning with ChatGPT.mp4 (36.72 MB)
40. ChatGPT for Data Science/05. First attempt at machine learning with ChatGPT.vtt (6.39 KB)
40. ChatGPT for Data Science/06. Analyzing a client database with ChatGPT in Python.mp4 (21.62 MB)
40. ChatGPT for Data Science/06. Analyzing a client database with ChatGPT in Python.vtt (5.17 KB)
40. ChatGPT for Data Science/07. Analyzing a client database with ChatGPT in Python – analyzing top products.mp4 (15.17 MB)
40. ChatGPT for Data Science/07. Analyzing a client database with ChatGPT in Python – analyzing top products.vtt (5.15 KB)
40. ChatGPT for Data Science/08. Analyzing a client database with ChatGPT in Python – analyzing top clients, RFM.mp4 (27.19 MB)
40. ChatGPT for Data Science/08. Analyzing a client database with ChatGPT in Python – analyzing top clients, RFM.vtt (5.84 KB)
40. ChatGPT for Data Science/09. Exploratory data analysis (EDA) with ChatGPT - histogram and scatter plot.mp4 (21.59 MB)
40. ChatGPT for Data Science/09. Exploratory data analysis (EDA) with ChatGPT - histogram and scatter plot.vtt (7.43 KB)
40. ChatGPT for Data Science/10. Exploratory data analysis (EDA) with ChatGPT - correlation matrix, outlier detec.mp4 (33.71 MB)
40. ChatGPT for Data Science/10. Exploratory data analysis (EDA) with ChatGPT - correlation matrix, outlier detec.vtt (7.57 KB)
40. ChatGPT for Data Science/11. Assignment 1.html (1.62 KB)
40. ChatGPT for Data Science/12. Hypothesis testing with ChatGPT.mp4 (14.37 MB)
40. ChatGPT for Data Science/12. Hypothesis testing with ChatGPT.vtt (5.65 KB)
40. ChatGPT for Data Science/13. Marvels comic book database Intro to Regular Expressions (RegEx).mp4 (14.98 MB)
40. ChatGPT for Data Science/13. Marvels comic book database Intro to Regular Expressions (RegEx).vtt (2.72 KB)
40. ChatGPT for Data Science/14. Decoding comic book data Python Regular Expressions and ChatGPT.mp4 (33.05 MB)
40. ChatGPT for Data Science/14. Decoding comic book data Python Regular Expressions and ChatGPT.vtt (6.45 KB)
40. ChatGPT for Data Science/15. Assignment 2.html (1.56 KB)
40. ChatGPT for Data Science/16. Algorithm recommendation Movie Database Analysis with ChatGPT.mp4 (17.25 MB)
40. ChatGPT for Data Science/16. Algorithm recommendation Movie Database Analysis with ChatGPT.vtt (4.36 KB)
40. ChatGPT for Data Science/17. Algorithm recommendation recommendation engine for movies with ChatGPT.mp4 (17.85 MB)
40. ChatGPT for Data Science/17. Algorithm recommendation recommendation engine for movies with ChatGPT.vtt (6.36 KB)
40. ChatGPT for Data Science/18. Ethical principles in data and AI utilization.mp4 (14.73 MB)
40. ChatGPT for Data Science/18. Ethical principles in data and AI utilization.vtt (4.36 KB)
40. ChatGPT for Data Science/19. Using ChatGPT for ethical considerations.mp4 (33.53 MB)
40. ChatGPT for Data Science/19. Using ChatGPT for ethical considerations.vtt (7.47 KB)
40. ChatGPT for Data Science/assets/04. Data-Preprocessing-Medical-Data.ipynb (7.49 KB)
40. ChatGPT for Data Science/assets/04. patients.csv (2.93 KB)
40. ChatGPT for Data Science/assets/05. diagnosis-mapping.csv (90 B)
40. ChatGPT for Data Science/assets/05. Medical-Data-ML-Attempt.ipynb (4.36 KB)
40. ChatGPT for Data Science/assets/05. patients-preprocessed.csv (3.29 KB)
40. ChatGPT for Data Science/assets/06. customers.csv (1.56 KB)
40. ChatGPT for Data Science/assets/06. orders.csv (37.73 KB)
40. ChatGPT for Data Science/assets/06. products.csv (1.78 KB)
40. ChatGPT for Data Science/assets/06. ratings.csv (3.44 KB)
40. ChatGPT for Data Science/assets/08. Furniture-store-data-analysis.ipynb (52.39 KB)
40. ChatGPT for Data Science/assets/10. Properties-analysis.ipynb (286.54 KB)
40. ChatGPT for Data Science/assets/10. properties.csv (2.66 KB)
40. ChatGPT for Data Science/assets/12. Students-Hypothesis-Testing.ipynb (5.6 KB)
40. ChatGPT for Data Science/assets/12. students.csv (2.08 KB)
40. ChatGPT for Data Science/assets/14. Marvel-Comics-Reg-Ex.ipynb (29.49 KB)
40. ChatGPT for Data Science/assets/16. ratings-small.csv (2.33 MB)
40. ChatGPT for Data Science/assets/17. Movies-Data-Base-Recommendation-Engine.ipynb (20.39 KB)
40. ChatGPT for Data Science/assets/19. friendships.csv (6 KB)
40. ChatGPT for Data Science/assets/19. interactions.csv (73.25 KB)
40. ChatGPT for Data Science/assets/19. posts.csv (30.79 KB)
40. ChatGPT for Data Science/assets/19. users.csv (3.49 KB)
40. ChatGPT for Data Science/assets/13. Marvel-Comics/Marvel_Comics.csv (12.99 MB)
40. ChatGPT for Data Science/assets/16. movies-metadata/movies_metadata.csv (32.85 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/01. Intro to the Case Study.mp4 (10.42 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/01. Intro to the Case Study.vtt (3.74 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/02. The Naive Bayes Algorithm.mp4 (42.06 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/02. The Naive Bayes Algorithm.vtt (6.08 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/03. Tokenization and Vectorization.mp4 (15.81 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/03. Tokenization and Vectorization.vtt (7.92 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/04. Imbalanced Data Sets.mp4 (6.55 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/04. Imbalanced Data Sets.vtt (3.27 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/05. Overcome Imbalanced Data in Machine Learning.mp4 (14.59 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/05. Overcome Imbalanced Data in Machine Learning.vtt (5.04 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/06. Loading the Dataset and Preprocessing.mp4 (14.81 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/06. Loading the Dataset and Preprocessing.vtt (3.7 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/07. Optimizing User Reviews Data Preprocessing & EDA.mp4 (18.67 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/07. Optimizing User Reviews Data Preprocessing & EDA.vtt (5.97 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/08. Reg Ex for Analyzing Text Review Data.mp4 (16.18 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/08. Reg Ex for Analyzing Text Review Data.vtt (5.09 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/09. Understanding Differences between Multinomial and Bernouilli Naive Bayes.mp4 (13.86 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/09. Understanding Differences between Multinomial and Bernouilli Naive Bayes.vtt (5.38 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/10. Machine Learning with Naïve Bayes (First Attempt).mp4 (28.11 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/10. Machine Learning with Naïve Bayes (First Attempt).vtt (8.42 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/11. Machine Learning with Naïve Bayes – converting the problem to a binary one.mp4 (18.89 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/11. Machine Learning with Naïve Bayes – converting the problem to a binary one.vtt (6.71 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/12. Testing the Model on New Data.mp4 (20.83 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/12. Testing the Model on New Data.vtt (6.93 KB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/assets/12. 365-User-Reviews-Naive-Bayes-Sentiment-Analysis.ipynb (1.71 MB)
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis/assets/12. user-courses-review-test-set.csv (19.63 KB)
42. Part 6 Mathematics/01. What is a Matrix.mp4 (11.94 MB)
42. Part 6 Mathematics/01. What is a Matrix.vtt (4.63 KB)
42. Part 6 Mathematics/02. Scalars and Vectors.mp4 (8.54 MB)
42. Part 6 Mathematics/02. Scalars and Vectors.vtt (4.01 KB)
42. Part 6 Mathematics/03. Linear Algebra and Geometry.mp4 (13.73 MB)
42. Part 6 Mathematics/03. Linear Algebra and Geometry.vtt (4.1 KB)
42. Part 6 Mathematics/04. Arrays in Python - A Convenient Way To Represent Matrices.mp4 (18.98 MB)
42. Part 6 Mathematics/04. Arrays in Python - A Convenient Way To Represent Matrices.vtt (6.2 KB)
42. Part 6 Mathematics/05. What is a Tensor.mp4 (15.54 MB)
42. Part 6 Mathematics/05. What is a Tensor.vtt (3.81 KB)
42. Part 6 Mathematics/06. Addition and Subtraction of Matrices.mp4 (22.1 MB)
42. Part 6 Mathematics/06. Addition and Subtraction of Matrices.vtt (4.24 KB)
42. Part 6 Mathematics/07. Errors when Adding Matrices.mp4 (5.77 MB)
42. Part 6 Mathematics/07. Errors when Adding Matrices.vtt (2.7 KB)
42. Part 6 Mathematics/08. Transpose of a Matrix.mp4 (14.21 MB)
42. Part 6 Mathematics/08. Transpose of a Matrix.vtt (5.55 KB)
42. Part 6 Mathematics/09. Dot Product.mp4 (12.84 MB)
42. Part 6 Mathematics/09. Dot Product.vtt (4.34 KB)
42. Part 6 Mathematics/10. Dot Product of Matrices.mp4 (34.31 MB)
42. Part 6 Mathematics/10. Dot Product of Matrices.vtt (9.09 KB)
42. Part 6 Mathematics/11. Why is Linear Algebra Useful.mp4 (88.47 MB)
42. Part 6 Mathematics/11. Why is Linear Algebra Useful.vtt (11.53 KB)
42. Part 6 Mathematics/assets/04. Scalars-Vectors-and-Matrices.ipynb (4.55 KB)
42. Part 6 Mathematics/assets/05. Tensors.ipynb (2.08 KB)
42. Part 6 Mathematics/assets/06. Adding-and-subtracting-matrices.ipynb (3.22 KB)
42. Part 6 Mathematics/assets/07. Errors-when-adding-scalars-vectors-and-matrices-in-Python.ipynb (3.17 KB)
42. Part 6 Mathematics/assets/08. Tranpose-of-a-matrix.ipynb (2.89 KB)
42. Part 6 Mathematics/assets/09. Dot-product.ipynb (2.13 KB)
42. Part 6 Mathematics/assets/10. Dot-product-Part-2.ipynb (3.6 KB)
43. Part 7 Deep Learning/01. What to Expect from this Part.mp4 (11.72 MB)
43. Part 7 Deep Learning/01. What to Expect from this Part.vtt (4.83 KB)
44. Deep Learning - Introduction to Neural Networks/01. Introduction to Neural Networks.mp4 (10.49 MB)
44. Deep Learning - Introduction to Neural Networks/01. Introduction to Neural Networks.vtt (6.22 KB)
44. Deep Learning - Introduction to Neural Networks/02. Training the Model.mp4 (7.72 MB)
44. Deep Learning - Introduction to Neural Networks/02. Training the Model.vtt (4.74 KB)
44. Deep Learning - Introduction to Neural Networks/03. Types of Machine Learning.mp4 (13.05 MB)
44. Deep Learning - Introduction to Neural Networks/03. Types of Machine Learning.vtt (5.48 KB)
44. Deep Learning - Introduction to Neural Networks/04. The Linear Model (Linear Algebraic Version).mp4 (7.98 MB)
44. Deep Learning - Introduction to Neural Networks/04. The Linear Model (Linear Algebraic Version).vtt (3.69 KB)
44. Deep Learning - Introduction to Neural Networks/05. The Linear Model with Multiple Inputs.mp4 (7.91 MB)
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44. Deep Learning - Introduction to Neural Networks/06. The Linear model with Multiple Inputs and Multiple Outputs.mp4 (16.64 MB)
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44. Deep Learning - Introduction to Neural Networks/07. Graphical Representation of Simple Neural Networks.mp4 (7.78 MB)
44. Deep Learning - Introduction to Neural Networks/07. Graphical Representation of Simple Neural Networks.vtt (2.69 KB)
44. Deep Learning - Introduction to Neural Networks/08. What is the Objective Function.mp4 (6.18 MB)
44. Deep Learning - Introduction to Neural Networks/08. What is the Objective Function.vtt (2.26 KB)
44. Deep Learning - Introduction to Neural Networks/09. Common Objective Functions L2-norm Loss.mp4 (5.47 MB)
44. Deep Learning - Introduction to Neural Networks/09. Common Objective Functions L2-norm Loss.vtt (2.94 KB)
44. Deep Learning - Introduction to Neural Networks/10. Common Objective Functions Cross-Entropy Loss.mp4 (9.84 MB)
44. Deep Learning - Introduction to Neural Networks/10. Common Objective Functions Cross-Entropy Loss.vtt (5.38 KB)
44. Deep Learning - Introduction to Neural Networks/11. Optimization Algorithm 1-Parameter Gradient Descent.mp4 (23.57 MB)
44. Deep Learning - Introduction to Neural Networks/11. Optimization Algorithm 1-Parameter Gradient Descent.vtt (8.8 KB)
44. Deep Learning - Introduction to Neural Networks/12. Optimization Algorithm n-Parameter Gradient Descent.mp4 (16.83 MB)
44. Deep Learning - Introduction to Neural Networks/12. Optimization Algorithm n-Parameter Gradient Descent.vtt (7.79 KB)
44. Deep Learning - Introduction to Neural Networks/assets/01. Course-Notes-Section-2.pdf (578.08 KB)
44. Deep Learning - Introduction to Neural Networks/assets/02. Course-Notes-Section-2.pdf (578.08 KB)
44. Deep Learning - Introduction to Neural Networks/assets/11. GD-function-example.xlsx (42.33 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/01. Basic NN Example (Part 1).mp4 (9.34 MB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/01. Basic NN Example (Part 1).vtt (4.54 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/02. Basic NN Example (Part 2).mp4 (15.23 MB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/02. Basic NN Example (Part 2).vtt (6.69 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/03. Basic NN Example (Part 3).mp4 (15.66 MB)
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45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/04. Basic NN Example (Part 4).mp4 (39.97 MB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/04. Basic NN Example (Part 4).vtt (10.96 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/05. Basic NN Example Exercises.html (1.66 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/assets/01. Minimal-example-Part-1.ipynb (1.19 KB)
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy/assets/01. Shortcuts-for-Jupyter.pdf (619.17 KB)
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46. Deep Learning - TensorFlow 2.0 Introduction/01. How to Install TensorFlow 2.0.mp4 (27.34 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/01. How to Install TensorFlow 2.0.vtt (6.57 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/02. TensorFlow Outline and Comparison with Other Libraries.mp4 (15.29 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/02. TensorFlow Outline and Comparison with Other Libraries.vtt (5.49 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/03. TensorFlow 1 vs TensorFlow 2.mp4 (15.29 MB)
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46. Deep Learning - TensorFlow 2.0 Introduction/04. A Note on TensorFlow 2 Syntax.mp4 (4.64 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/04. A Note on TensorFlow 2 Syntax.vtt (1.43 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/05. Types of File Formats Supporting TensorFlow.mp4 (8.86 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/05. Types of File Formats Supporting TensorFlow.vtt (3.45 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/06. Outlining the Model with TensorFlow 2.mp4 (26.96 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/06. Outlining the Model with TensorFlow 2.vtt (8.4 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/07. Interpreting the Result and Extracting the Weights and Bias.mp4 (25.91 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/07. Interpreting the Result and Extracting the Weights and Bias.vtt (6.74 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/08. Customizing a TensorFlow 2 Model.mp4 (16.76 MB)
46. Deep Learning - TensorFlow 2.0 Introduction/08. Customizing a TensorFlow 2 Model.vtt (4.29 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/09. Basic NN with TensorFlow Exercises.html (1.29 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/01. Shortcuts-for-Jupyter.pdf (619.17 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/05. TensorFlow-Minimal-example-Part1.ipynb (1.66 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/06. TensorFlow-Minimal-example-Part2.ipynb (9.06 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/07. TensorFlow-Minimal-example-Part3.ipynb (76.52 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/08. TensorFlow-Minimal-example-complete-with-comments.ipynb (82.29 KB)
46. Deep Learning - TensorFlow 2.0 Introduction/assets/08. TensorFlow-Minimal-example-complete.ipynb (76.85 KB)
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46. Deep Learning - TensorFlow 2.0 Introduction/assets/09. TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb (84.44 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/01. What is a Layer.mp4 (5.17 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/01. What is a Layer.vtt (2.65 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/02. What is a Deep Net.mp4 (9.13 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/02. What is a Deep Net.vtt (3.26 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/03. Digging into a Deep Net.mp4 (23.68 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/03. Digging into a Deep Net.vtt (6.9 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/04. Non-Linearities and their Purpose.mp4 (22.51 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/04. Non-Linearities and their Purpose.vtt (4.25 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/05. Activation Functions.mp4 (8.85 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/05. Activation Functions.vtt (5.26 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/06. Activation Functions Softmax Activation.mp4 (8.74 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/06. Activation Functions Softmax Activation.vtt (4.48 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/07. Backpropagation.mp4 (20.34 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/07. Backpropagation.vtt (4.59 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/08. Backpropagation Picture.mp4 (8.06 MB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/08. Backpropagation Picture.vtt (3.8 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/09. Backpropagation - A Peek into the Mathematics of Optimization.html (543 B)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/assets/01. Course-Notes-Section-6.pdf (936.42 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/assets/02. Course-Notes-Section-6.pdf (936.42 KB)
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/assets/09. Backpropagation-a-peek-into-the-Mathematics-of-Optimization.pdf (182.38 KB)
48. Deep Learning - Overfitting/01. What is Overfitting.mp4 (10.81 MB)
48. Deep Learning - Overfitting/01. What is Overfitting.vtt (5.87 KB)
48. Deep Learning - Overfitting/02. Underfitting and Overfitting for Classification.mp4 (14.01 MB)
48. Deep Learning - Overfitting/02. Underfitting and Overfitting for Classification.vtt (2.83 KB)
48. Deep Learning - Overfitting/03. What is Validation.mp4 (8.38 MB)
48. Deep Learning - Overfitting/03. What is Validation.vtt (4.99 KB)
48. Deep Learning - Overfitting/04. Training, Validation, and Test Datasets.mp4 (9.4 MB)
48. Deep Learning - Overfitting/04. Training, Validation, and Test Datasets.vtt (3.44 KB)
48. Deep Learning - Overfitting/05. N-Fold Cross Validation.mp4 (6.24 MB)
48. Deep Learning - Overfitting/05. N-Fold Cross Validation.vtt (4.37 KB)
48. Deep Learning - Overfitting/06. Early Stopping or When to Stop Training.mp4 (10.29 MB)
48. Deep Learning - Overfitting/06. Early Stopping or When to Stop Training.vtt (6.97 KB)
49. Deep Learning - Initialization/01. What is Initialization.mp4 (8.9 MB)
49. Deep Learning - Initialization/01. What is Initialization.vtt (3.74 KB)
49. Deep Learning - Initialization/02. Types of Simple Initializations.mp4 (5.73 MB)
49. Deep Learning - Initialization/02. Types of Simple Initializations.vtt (3.78 KB)
49. Deep Learning - Initialization/03. State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 (5.46 MB)
49. Deep Learning - Initialization/03. State-of-the-Art Method - (Xavier) Glorot Initialization.vtt (3.79 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/01. Stochastic Gradient Descent.mp4 (7.83 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/01. Stochastic Gradient Descent.vtt (4.83 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/02. Problems with Gradient Descent.mp4 (3.65 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/02. Problems with Gradient Descent.vtt (2.99 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/03. Momentum.mp4 (5.18 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/03. Momentum.vtt (3.59 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/04. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.mp4 (17.52 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/04. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.vtt (6.33 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/05. Learning Rate Schedules Visualized.mp4 (3.17 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/05. Learning Rate Schedules Visualized.vtt (2.25 KB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/06. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4 (8.53 MB)
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50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/07. Adam (Adaptive Moment Estimation).mp4 (7.14 MB)
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/07. Adam (Adaptive Moment Estimation).vtt (3.43 KB)
51. Deep Learning - Preprocessing/01. Preprocessing Introduction.mp4 (9.23 MB)
51. Deep Learning - Preprocessing/01. Preprocessing Introduction.vtt (4.07 KB)
51. Deep Learning - Preprocessing/02. Types of Basic Preprocessing.mp4 (3.25 MB)
51. Deep Learning - Preprocessing/02. Types of Basic Preprocessing.vtt (1.85 KB)
51. Deep Learning - Preprocessing/03. Standardization.mp4 (12.07 MB)
51. Deep Learning - Preprocessing/03. Standardization.vtt (6.14 KB)
51. Deep Learning - Preprocessing/04. Preprocessing Categorical Data.mp4 (5.44 MB)
51. Deep Learning - Preprocessing/04. Preprocessing Categorical Data.vtt (2.85 KB)
51. Deep Learning - Preprocessing/05. Binary and One-Hot Encoding.mp4 (8.55 MB)
51. Deep Learning - Preprocessing/05. Binary and One-Hot Encoding.vtt (5.31 KB)
52. Deep Learning - Classifying on the MNIST Dataset/01. MNIST The Dataset.mp4 (4.53 MB)
52. Deep Learning - Classifying on the MNIST Dataset/01. MNIST The Dataset.vtt (3.65 KB)
52. Deep Learning - Classifying on the MNIST Dataset/02. MNIST How to Tackle the MNIST.mp4 (7.94 MB)
52. Deep Learning - Classifying on the MNIST Dataset/02. MNIST How to Tackle the MNIST.vtt (3.63 KB)
52. Deep Learning - Classifying on the MNIST Dataset/03. MNIST Importing the Relevant Packages and Loading the Data.mp4 (12.23 MB)
52. Deep Learning - Classifying on the MNIST Dataset/03. MNIST Importing the Relevant Packages and Loading the Data.vtt (3.05 KB)
52. Deep Learning - Classifying on the MNIST Dataset/04. MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4 (22.9 MB)
52. Deep Learning - Classifying on the MNIST Dataset/04. MNIST Preprocess the Data - Create a Validation Set and Scale It.vtt (6.49 KB)
52. Deep Learning - Classifying on the MNIST Dataset/05. MNIST Preprocess the Data - Scale the Test Data - Exercise.html (79 B)
52. Deep Learning - Classifying on the MNIST Dataset/06. MNIST Preprocess the Data - Shuffle and Batch.mp4 (32.69 MB)
52. Deep Learning - Classifying on the MNIST Dataset/06. MNIST Preprocess the Data - Shuffle and Batch.vtt (9.57 KB)
52. Deep Learning - Classifying on the MNIST Dataset/07. MNIST Preprocess the Data - Shuffle and Batch - Exercise.html (79 B)
52. Deep Learning - Classifying on the MNIST Dataset/08. MNIST Outline the Model.mp4 (22.07 MB)
52. Deep Learning - Classifying on the MNIST Dataset/08. MNIST Outline the Model.vtt (7.15 KB)
52. Deep Learning - Classifying on the MNIST Dataset/09. MNIST Select the Loss and the Optimizer.mp4 (10.65 MB)
52. Deep Learning - Classifying on the MNIST Dataset/09. MNIST Select the Loss and the Optimizer.vtt (3.03 KB)
52. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Learning.mp4 (30.99 MB)
52. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Learning.vtt (7.95 KB)
52. Deep Learning - Classifying on the MNIST Dataset/11. MNIST - Exercises.html (1.98 KB)
52. Deep Learning - Classifying on the MNIST Dataset/12. MNIST Testing the Model.mp4 (22.61 MB)
52. Deep Learning - Classifying on the MNIST Dataset/12. MNIST Testing the Model.vtt (5.96 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/03. TensorFlow-MNIST-Part1-with-comments.ipynb (3.97 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/05. TensorFlow-MNIST-Part2-with-comments.ipynb (6.39 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/07. TensorFlow-MNIST-Part3-with-comments.ipynb (8.61 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/08. TensorFlow-MNIST-Part4-with-comments.ipynb (10.49 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/09. TensorFlow-MNIST-Part5-with-comments.ipynb (10.99 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/10. TensorFlow-MNIST-Part6-with-comments.ipynb (12.54 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 1.TensorFlow-MNIST-Width-Solution.ipynb (14.84 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 2.TensorFlow-MNIST-Depth-Solution.ipynb (15.31 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb (15.3 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb (15.11 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb (14.74 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb (15.12 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb (15.18 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb (20.58 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb (15.8 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. TensorFlow-MNIST-All-Exercises.ipynb (16.65 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/11. TensorFlow-MNIST-around-98-percent-accuracy.ipynb (15.02 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/12. TensorFlow-MNIST-complete-with-comments.ipynb (14.51 KB)
52. Deep Learning - Classifying on the MNIST Dataset/assets/12. TensorFlow-MNIST-complete.ipynb (6.78 KB)
53. Deep Learning - Business Case Example/01. Business Case Exploring the Dataset and Identifying Predictors.mp4 (51.29 MB)
53. Deep Learning - Business Case Example/01. Business Case Exploring the Dataset and Identifying Predictors.vtt (11.01 KB)
53. Deep Learning - Business Case Example/02. Business Case Outlining the Solution.mp4 (3.04 MB)
53. Deep Learning - Business Case Example/02. Business Case Outlining the Solution.vtt (1.91 KB)
53. Deep Learning - Business Case Example/03. Business Case Balancing the Dataset.mp4 (22.32 MB)
53. Deep Learning - Business Case Example/03. Business Case Balancing the Dataset.vtt (4.32 KB)
53. Deep Learning - Business Case Example/04. Business Case Preprocessing the Data.mp4 (73.85 MB)
53. Deep Learning - Business Case Example/04. Business Case Preprocessing the Data.vtt (13.62 KB)
53. Deep Learning - Business Case Example/05. Business Case Preprocessing the Data - Exercise.html (370 B)
53. Deep Learning - Business Case Example/06. Business Case Load the Preprocessed Data.mp4 (13.81 MB)
53. Deep Learning - Business Case Example/06. Business Case Load the Preprocessed Data.vtt (4.67 KB)
53. Deep Learning - Business Case Example/07. Business Case Load the Preprocessed Data - Exercise.html (79 B)
53. Deep Learning - Business Case Example/08. Business Case Learning and Interpreting the Result.mp4 (29.4 MB)
53. Deep Learning - Business Case Example/08. Business Case Learning and Interpreting the Result.vtt (6.34 KB)
53. Deep Learning - Business Case Example/09. Business Case Setting an Early Stopping Mechanism.mp4 (43.82 MB)
53. Deep Learning - Business Case Example/09. Business Case Setting an Early Stopping Mechanism.vtt (8.12 KB)
53. Deep Learning - Business Case Example/10. Setting an Early Stopping Mechanism - Exercise.html (192 B)
53. Deep Learning - Business Case Example/11. Business Case Testing the Model.mp4 (8.19 MB)
53. Deep Learning - Business Case Example/11. Business Case Testing the Model.vtt (2.14 KB)
53. Deep Learning - Business Case Example/12. Business Case Final Exercise.html (433 B)
53. Deep Learning - Business Case Example/assets/01. Audiobooks-data.csv (710.77 KB)
53. Deep Learning - Business Case Example/assets/04. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb (11.19 KB)
53. Deep Learning - Business Case Example/assets/04. TensorFlow-Audiobooks-Preprocessing.ipynb (5.58 KB)
53. Deep Learning - Business Case Example/assets/05. TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb (10.04 KB)
53. Deep Learning - Business Case Example/assets/05. TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb (8.6 KB)
53. Deep Learning - Business Case Example/assets/07. TensorFlow-Audiobooks-Machine-Learning-Part1-with-comments.ipynb (4.61 KB)
53. Deep Learning - Business Case Example/assets/08. TensorFlow-Audiobooks-Machine-Learning-Part2-with-comments.ipynb (19.69 KB)
53. Deep Learning - Business Case Example/assets/09. TensorFlow-Audiobooks-Machine-Learning-Part3-with-comments.ipynb (10.06 KB)
53. Deep Learning - Business Case Example/assets/11. TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb (11.95 KB)
53. Deep Learning - Business Case Example/assets/12. TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb (11.95 KB)
54. Deep Learning - Conclusion/01. Summary on What You've Learned.mp4 (9.84 MB)
54. Deep Learning - Conclusion/01. Summary on What You've Learned.vtt (5.48 KB)
54. Deep Learning - Conclusion/02. What's Further out there in terms of Machine Learning.mp4 (4.79 MB)
54. Deep Learning - Conclusion/02. What's Further out there in terms of Machine Learning.vtt (2.7 KB)
54. Deep Learning - Conclusion/03. DeepMind and Deep Learning.html (1.05 KB)
54. Deep Learning - Conclusion/04. An overview of CNNs.mp4 (13.39 MB)
54. Deep Learning - Conclusion/04. An overview of CNNs.vtt (6.37 KB)
54. Deep Learning - Conclusion/05. An Overview of RNNs.mp4 (6.96 MB)
54. Deep Learning - Conclusion/05. An Overview of RNNs.vtt (3.96 KB)
54. Deep Learning - Conclusion/06. An Overview of non-NN Approaches.mp4 (16.08 MB)
54. Deep Learning - Conclusion/06. An Overview of non-NN Approaches.vtt (5.74 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/01. READ ME!!!!.html (564 B)
55. Appendix Deep Learning - TensorFlow 1 Introduction/02. How to Install TensorFlow 1.mp4 (5 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/02. How to Install TensorFlow 1.vtt (3.4 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/03. A Note on Installing Packages in Anaconda.html (2.28 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/04. TensorFlow Intro.mp4 (16.9 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/04. TensorFlow Intro.vtt (5.32 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/05. Actual Introduction to TensorFlow.mp4 (9.05 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/05. Actual Introduction to TensorFlow.vtt (2.33 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/06. Types of File Formats, supporting Tensors.mp4 (8.9 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/06. Types of File Formats, supporting Tensors.vtt (3.44 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/07. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.mp4 (17.69 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/07. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.vtt (7.97 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/08. Basic NN Example with TF Loss Function and Gradient Descent.mp4 (13.61 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/08. Basic NN Example with TF Loss Function and Gradient Descent.vtt (4.85 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/09. Basic NN Example with TF Model Output.mp4 (17.07 MB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/09. Basic NN Example with TF Model Output.vtt (7.85 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/10. Basic NN Example with TF Exercises.html (1.6 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/05. Shortcuts-for-Jupyter.pdf (619.17 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/06. 5.3.TensorFlow-Minimal-example-Part-1.ipynb (3.36 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/07. 5.4.TensorFlow-Minimal-example-Part-2.ipynb (6.17 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/08. 5.5.TensorFlow-Minimal-example-Part-3.ipynb (8.65 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/09. 5.6.TensorFlow-Minimal-example-complete.ipynb (12.15 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-All-Exercises.ipynb (13.97 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-1-Solution.ipynb (23.63 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-2-1-Solution.ipynb (25.54 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-2-2-Solution.ipynb (25.51 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-2-3-Solution.ipynb (49.96 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-2-4-Solution.ipynb (21.75 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb (26.71 KB)
55. Appendix Deep Learning - TensorFlow 1 Introduction/assets/10. TensorFlow-Minimal-Example-Exercise-4-Solution.ipynb (26.98 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/01. MNIST What is the MNIST Dataset.mp4 (4.8 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/01. MNIST What is the MNIST Dataset.vtt (3.6 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/02. MNIST How to Tackle the MNIST.mp4 (8.01 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/02. MNIST How to Tackle the MNIST.vtt (3.84 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/03. MNIST Relevant Packages.mp4 (11.25 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/03. MNIST Relevant Packages.vtt (2.19 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/04. MNIST Model Outline.mp4 (34.7 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/04. MNIST Model Outline.vtt (9.17 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/05. MNIST Loss and Optimization Algorithm.mp4 (15.79 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/05. MNIST Loss and Optimization Algorithm.vtt (3.57 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/06. Calculating the Accuracy of the Model.mp4 (24.45 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/06. Calculating the Accuracy of the Model.vtt (5.3 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/07. MNIST Batching and Early Stopping.mp4 (9.48 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/07. MNIST Batching and Early Stopping.vtt (2.83 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/08. MNIST Learning.mp4 (31.83 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/08. MNIST Learning.vtt (10.47 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/09. MNIST Results and Testing.mp4 (38.11 MB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/09. MNIST Results and Testing.vtt (8.21 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10. MNIST Exercises.html (2.16 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/11. MNIST Solutions.html (2.22 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/03. 12.3.TensorFlow-MNIST-with-comments-Part-1.ipynb (3.89 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/04. 12.4.TensorFlow-MNIST-with-comments-Part-2.ipynb (6.1 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/05. 12.5.TensorFlow-MNIST-with-comments-Part-3.ipynb (7.31 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/06. 12.6.TensorFlow-MNIST-with-comments-Part-4.ipynb (7.9 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/07. 12.7.TensorFlow-MNIST-with-comments-Part-5.ipynb (8.53 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/08. 12.8.TensorFlow-MNIST-with-comments-Part-6.ipynb (11.5 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/09. 12.9.TensorFlow-MNIST-with-comments.ipynb (13.03 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/10. TensorFlow-MNIST-Exercises-All.ipynb (15.47 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 0.TensorFlow-MNIST-take-note-of-time-Solution.ipynb (14 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 1.TensorFlow-MNIST-Width-Solution.ipynb (14.01 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 2.TensorFlow-MNIST-Depth-Solution.ipynb (14.87 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb (16.81 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb (14.35 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb (13.93 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb (14.26 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb (14.16 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb (14.07 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb (15.21 KB)
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/assets/11. TensorFlow-MNIST-around-98-percent-accuracy.ipynb (17.66 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/01. Business Case Getting Acquainted with the Dataset.mp4 (60.25 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/01. Business Case Getting Acquainted with the Dataset.vtt (10.96 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/02. Business Case Outlining the Solution.mp4 (4.16 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/02. Business Case Outlining the Solution.vtt (2.6 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/03. The Importance of Working with a Balanced Dataset.mp4 (27.25 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/03. The Importance of Working with a Balanced Dataset.vtt (4.38 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/04. Business Case Preprocessing.mp4 (74.41 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/04. Business Case Preprocessing.vtt (13.55 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/05. Business Case Preprocessing Exercise.html (389 B)
57. Appendix Deep Learning - TensorFlow 1 Business Case/06. Creating a Data Provider.mp4 (56.3 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/06. Creating a Data Provider.vtt (8.25 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/07. Business Case Model Outline.mp4 (42.51 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/07. Business Case Model Outline.vtt (7.16 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/08. Business Case Optimization.mp4 (26.94 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/08. Business Case Optimization.vtt (6.92 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/09. Business Case Interpretation.mp4 (18.63 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/09. Business Case Interpretation.vtt (3.09 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/10. Business Case Testing the Model.mp4 (4.4 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/10. Business Case Testing the Model.vtt (2.7 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/11. Business Case A Comment on the Homework.mp4 (20.58 MB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/11. Business Case A Comment on the Homework.vtt (5.38 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/12. Business Case Final Exercise.html (443 B)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/01. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/03. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/04. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/04. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb (11.19 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/04. TensorFlow-Audiobooks-Preprocessing.ipynb (5.58 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/05. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/05. TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb (10.03 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/05. TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb (8.6 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/07. TensorFlow-Audiobooks-Outlining-the-model-with-comments.ipynb (10.34 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/07. TensorFlow-Audiobooks-Outlining-the-model.ipynb (9.36 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/08. TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb (12.73 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/08. TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb (10.64 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/09. TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb (12.73 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/09. TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb (10.64 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/11. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/11. TensorFlow-Audiobooks-Machine-learning-Homework.ipynb (14.4 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/11. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb (11.19 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/12. Audiobooks-data.csv (710.77 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/12. TensorFlow-Audiobooks-Machine-learning-Homework.ipynb (14.4 KB)
57. Appendix Deep Learning - TensorFlow 1 Business Case/assets/12. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb (11.19 KB)
58. Software Integration/01. What are Data, Servers, Clients, Requests, and Responses.mp4 (19.51 MB)
58. Software Integration/01. What are Data, Servers, Clients, Requests, and Responses.vtt (6.29 KB)
58. Software Integration/02. What are Data Connectivity, APIs, and Endpoints.mp4 (60.22 MB)
58. Software Integration/02. What are Data Connectivity, APIs, and Endpoints.vtt (9.17 KB)
58. Software Integration/03. Taking a Closer Look at APIs.mp4 (24.51 MB)
58. Software Integration/03. Taking a Closer Look at APIs.vtt (10.9 KB)
58. Software Integration/04. Communication between Software Products through Text Files.mp4 (17.54 MB)
58. Software Integration/04. Communication between Software Products through Text Files.vtt (5.83 KB)
58. Software Integration/05. Software Integration - Explained.mp4 (16 MB)
58. Software Integration/05. Software Integration - Explained.vtt (7 KB)
59. Case Study - What's Next in the Course/01. Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 (19.67 MB)
59. Case Study - What's Next in the Course/01. Game Plan for this Python, SQL, and Tableau Business Exercise.vtt (5.57 KB)
59. Case Study - What's Next in the Course/02. The Business Task.mp4 (11.28 MB)
59. Case Study - What's Next in the Course/02. The Business Task.vtt (4.07 KB)
59. Case Study - What's Next in the Course/03. Introducing the Data Set.mp4 (24.24 MB)
59. Case Study - What's Next in the Course/03. Introducing the Data Set.vtt (4.34 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/01. What to Expect from the Following Sections.html (2.48 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/02. Importing the Absenteeism Data in Python.mp4 (19.52 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/02. Importing the Absenteeism Data in Python.vtt (4.04 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/03. Checking the Content of the Data Set.mp4 (53.99 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/03. Checking the Content of the Data Set.vtt (7.14 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/04. Introduction to Terms with Multiple Meanings.mp4 (17.98 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/04. Introduction to Terms with Multiple Meanings.vtt (4.33 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/05. What's Regression Analysis - a Quick Refresher.html (2.84 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/06. Using a Statistical Approach towards the Solution to the Exercise.mp4 (9.9 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/06. Using a Statistical Approach towards the Solution to the Exercise.vtt (2.99 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/07. Dropping a Column from a DataFrame in Python.mp4 (41.24 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/07. Dropping a Column from a DataFrame in Python.vtt (8.22 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/08. EXERCISE - Dropping a Column from a DataFrame in Python.html (870 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/09. SOLUTION - Dropping a Column from a DataFrame in Python.html (114 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.mp4 (27.63 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.vtt (6.02 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.mp4 (69.75 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.vtt (10.58 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/12. EXERCISE - Obtaining Dummies from a Single Feature.html (129 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/13. SOLUTION - Obtaining Dummies from a Single Feature.html (117 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/14. Dropping a Dummy Variable from the Data Set.html (2.34 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.mp4 (5.82 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.vtt (1.71 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.mp4 (51.32 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.vtt (10.52 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.mp4 (27.34 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.vtt (5.17 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/18. EXERCISE - Using .concat() in Python.html (189 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/19. SOLUTION - Using .concat() in Python.html (143 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.mp4 (10 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.vtt (1.87 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/21. EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html (167 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/22. SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html (478 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.mp4 (17.33 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.vtt (3.67 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/24. EXERCISE - Creating Checkpoints while Coding in Jupyter.html (137 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/25. SOLUTION - Creating Checkpoints while Coding in Jupyter.html (118 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.mp4 (40.12 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.vtt (8.87 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.mp4 (33.9 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.vtt (7.99 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.mp4 (19.14 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.vtt (4.78 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/29. EXERCISE - Removing the Date Column.html (1.21 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.mp4 (14.32 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.vtt (4.59 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.mp4 (27.03 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.vtt (5.96 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.mp4 (13.54 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.vtt (2.68 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/33. A Note on Exporting Your Data as a .csv File.html (883 B)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/01. Absenteeism-data.csv (32.05 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/01. data-preprocessing-homework.pdf (134.47 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/01. df-preprocessed.csv (29.11 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/23. Absenteeism-Exercise-Preprocessing-df-reason-mod.ipynb (4.82 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/29. Absenteeism-Exercise-Preprocessing-ChP-df-date-reason-mod.ipynb (7.33 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/29. Absenteeism-Exercise-Preprocessing-LECTURES.ipynb (7.6 MB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/29. Absenteeism-Exercise-Removing-the-Date-Column-SOLUTION.ipynb (8.33 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/32. Absenteeism-Exercise-EXERCISES-and-SOLUTIONS.ipynb (4.13 KB)
60. Case Study - Preprocessing the 'Absenteeism_data'/assets/32. Absenteeism-Exercise-Preprocessing-df-preprocessed.ipynb (8.51 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/01. Exploring the Problem with a Machine Learning Mindset.mp4 (12.96 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/01. Exploring the Problem with a Machine Learning Mindset.vtt (4.83 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/02. Creating the Targets for the Logistic Regression.mp4 (32.44 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/02. Creating the Targets for the Logistic Regression.vtt (8.72 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/03. Selecting the Inputs for the Logistic Regression.mp4 (8.67 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/03. Selecting the Inputs for the Logistic Regression.vtt (3.58 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/04. Standardizing the Data.mp4 (15.15 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/04. Standardizing the Data.vtt (4.29 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/05. Splitting the Data for Training and Testing.mp4 (36.06 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/05. Splitting the Data for Training and Testing.vtt (8.49 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/06. Fitting the Model and Assessing its Accuracy.mp4 (15.22 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/06. Fitting the Model and Assessing its Accuracy.vtt (7.29 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/07. Creating a Summary Table with the Coefficients and Intercept.mp4 (26.95 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/07. Creating a Summary Table with the Coefficients and Intercept.vtt (6.36 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/08. Interpreting the Coefficients for Our Problem.mp4 (41.14 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/08. Interpreting the Coefficients for Our Problem.vtt (8.53 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/09. Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 (16.86 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/09. Standardizing only the Numerical Variables (Creating a Custom Scaler).vtt (5.24 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.mp4 (15.21 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.vtt (7.49 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.mp4 (31.82 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.vtt (5.37 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.mp4 (31.6 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.vtt (6.53 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.mp4 (25.52 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.vtt (5.76 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/14. ARTICLE - A Note on 'pickling'.html (2.14 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15. EXERCISE - Saving the Model (and Scaler).html (284 B)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.mp4 (28.56 MB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.vtt (5.9 KB)
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/assets/01. Absenteeism-preprocessed.csv (29.13 KB)
62. Case Study - Loading the 'absenteeism_module'/01. Are You Sure You're All Set.html (519 B)
62. Case Study - Loading the 'absenteeism_module'/02. Deploying the 'absenteeism_module' - Part I.mp4 (19.67 MB)
62. Case Study - Loading the 'absenteeism_module'/02. Deploying the 'absenteeism_module' - Part I.vtt (4.98 KB)
62. Case Study - Loading the 'absenteeism_module'/03. Deploying the 'absenteeism_module' - Part II.mp4 (45.14 MB)
62. Case Study - Loading the 'absenteeism_module'/03. Deploying the 'absenteeism_module' - Part II.vtt (8.03 KB)
62. Case Study - Loading the 'absenteeism_module'/04. Exporting the Obtained Data Set as a .csv.html (998 B)
62. Case Study - Loading the 'absenteeism_module'/assets/01. Absenteeism-Exercise-Integration.ipynb (62.35 KB)
62. Case Study - Loading the 'absenteeism_module'/assets/01. absenteeism-module.py (6.62 KB)
62. Case Study - Loading the 'absenteeism_module'/assets/01. Absenteeism-new-data.csv (1.87 KB)
62. Case Study - Loading the 'absenteeism_module'/assets/01. model (1.01 KB)
62. Case Study - Loading the 'absenteeism_module'/assets/01. scaler (1.86 KB)
62. Case Study - Loading the 'absenteeism_module'/assets/04. Absenteeism-Exercise-Deploying-the-absenteeism-module.ipynb (973 B)
63. Case Study - Analyzing the Predicted Outputs in Tableau/01. EXERCISE - Age vs Probability.html (385 B)
63. Case Study - Analyzing the Predicted Outputs in Tableau/02. Analyzing Age vs Probability in Tableau.mp4 (38.68 MB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/02. Analyzing Age vs Probability in Tableau.vtt (10.24 KB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/03. EXERCISE - Reasons vs Probability.html (397 B)
63. Case Study - Analyzing the Predicted Outputs in Tableau/04. Analyzing Reasons vs Probability in Tableau.mp4 (40.25 MB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/04. Analyzing Reasons vs Probability in Tableau.vtt (9.67 KB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/05. EXERCISE - Transportation Expense vs Probability.html (553 B)
63. Case Study - Analyzing the Predicted Outputs in Tableau/06. Analyzing Transportation Expense vs Probability in Tableau.mp4 (16.48 MB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/06. Analyzing Transportation Expense vs Probability in Tableau.vtt (7.65 KB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/assets/01. Absenteeism-predictions.csv (2.1 KB)
63. Case Study - Analyzing the Predicted Outputs in Tableau/assets/02. Absenteeism-predictions.csv (2.1 KB)
64. Appendix - Additional Python Tools/01. Using the .format() Method.mp4 (25.69 MB)
64. Appendix - Additional Python Tools/01. Using the .format() Method.vtt (12.66 KB)
64. Appendix - Additional Python Tools/02. Iterating Over Range Objects.mp4 (12.61 MB)
64. Appendix - Additional Python Tools/02. Iterating Over Range Objects.vtt (6.43 KB)
64. Appendix - Additional Python Tools/03. Introduction to Nested For Loops.mp4 (12.17 MB)
64. Appendix - Additional Python Tools/03. Introduction to Nested For Loops.vtt (8.52 KB)
64. Appendix - Additional Python Tools/04. Triple Nested For Loops.mp4 (33 MB)
64. Appendix - Additional Python Tools/04. Triple Nested For Loops.vtt (8.49 KB)
64. Appendix - Additional Python Tools/05. List Comprehensions.mp4 (43.21 MB)
64. Appendix - Additional Python Tools/05. List Comprehensions.vtt (12.83 KB)
64. Appendix - Additional Python Tools/06. Anonymous (Lambda) Functions.mp4 (22.78 MB)
64. Appendix - Additional Python Tools/06. Anonymous (Lambda) Functions.vtt (10.46 KB)
64. Appendix - Additional Python Tools/assets/01. Additional-Python-Tools-Exercises.ipynb (11.41 KB)
64. Appendix - Additional Python Tools/assets/01. Additional-Python-Tools-Lectures.ipynb (13.47 KB)
64. Appendix - Additional Python Tools/assets/01. Additional-Python-Tools-Solutions.ipynb (25.52 KB)
64. Appendix - Additional Python Tools/assets/06. Additional-Python-Tools-Exercises.ipynb (11.41 KB)
64. Appendix - Additional Python Tools/assets/06. Additional-Python-Tools-Lectures.ipynb (13.47 KB)
64. Appendix - Additional Python Tools/assets/06. Additional-Python-Tools-Solutions.ipynb (25.52 KB)
65. Appendix - pandas Fundamentals/01. Introduction to pandas Series.mp4 (24.96 MB)
65. Appendix - pandas Fundamentals/01. Introduction to pandas Series.vtt (10.85 KB)
65. Appendix - pandas Fundamentals/02. A Note on Completing the Upcoming Coding Exercises.html (2.96 KB)
65. Appendix - pandas Fundamentals/03. Working with Methods in Python - Part I.mp4 (13.21 MB)
65. Appendix - pandas Fundamentals/03. Working with Methods in Python - Part I.vtt (7.21 KB)
65. Appendix - pandas Fundamentals/04. Working with Methods in Python - Part II.mp4 (9.01 MB)
65. Appendix - pandas Fundamentals/04. Working with Methods in Python - Part II.vtt (3.93 KB)
65. Appendix - pandas Fundamentals/05. Parameters and Arguments in pandas.mp4 (21.13 MB)
65. Appendix - pandas Fundamentals/05. Parameters and Arguments in pandas.vtt (5.79 KB)
65. Appendix - pandas Fundamentals/06. Using .unique() and .nunique().mp4 (24.31 MB)
65. Appendix - pandas Fundamentals/06. Using .unique() and .nunique().vtt (5.85 KB)
65. Appendix - pandas Fundamentals/07. Using .sort_values().mp4 (15.23 MB)
65. Appendix - pandas Fundamentals/07. Using .sort_values().vtt (5.58 KB)
65. Appendix - pandas Fundamentals/08. Introduction to pandas DataFrames - Part I.mp4 (12.46 MB)
65. Appendix - pandas Fundamentals/08. Introduction to pandas DataFrames - Part I.vtt (7.34 KB)
65. Appendix - pandas Fundamentals/09. Introduction to pandas DataFrames - Part II.mp4 (17.83 MB)
65. Appendix - pandas Fundamentals/09. Introduction to pandas DataFrames - Part II.vtt (8 KB)
65. Appendix - pandas Fundamentals/10. pandas DataFrames - Common Attributes.mp4 (25.65 MB)
65. Appendix - pandas Fundamentals/10. pandas DataFrames - Common Attributes.vtt (6.56 KB)
65. Appendix - pandas Fundamentals/11. Data Selection in pandas DataFrames.mp4 (37.28 MB)
65. Appendix - pandas Fundamentals/11. Data Selection in pandas DataFrames.vtt (10.51 KB)
65. Appendix - pandas Fundamentals/12. pandas DataFrames - Indexing with .iloc[].mp4 (32.21 MB)
65. Appendix - pandas Fundamentals/12. pandas DataFrames - Indexing with .iloc[].vtt (8.34 KB)
65. Appendix - pandas Fundamentals/13. pandas DataFrames - Indexing with .loc[].mp4 (20.69 MB)
65. Appendix - pandas Fundamentals/13. pandas DataFrames - Indexing with .loc[].vtt (5.56 KB)
65. Appendix - pandas Fundamentals/assets/01. Lending-company.csv (112.43 KB)
65. Appendix - pandas Fundamentals/assets/01. Location.csv (13.49 KB)
65. Appendix - pandas Fundamentals/assets/01. pandas-Fundamentals-Exercises.ipynb (30.96 KB)
65. Appendix - pandas Fundamentals/assets/01. pandas-Fundamentals-Lectures.ipynb (21.31 KB)
65. Appendix - pandas Fundamentals/assets/01. pandas-Fundamentals-Solutions.ipynb (118.35 KB)
65. Appendix - pandas Fundamentals/assets/01. Region.csv (10.22 KB)
65. Appendix - pandas Fundamentals/assets/01. Sales-products.csv (152.28 KB)
65. Appendix - pandas Fundamentals/assets/13. Lending-company.csv (112.43 KB)
65. Appendix - pandas Fundamentals/assets/13. Location.csv (13.49 KB)
65. Appendix - pandas Fundamentals/assets/13. pandas-Fundamentals-Exercises.ipynb (30.96 KB)
65. Appendix - pandas Fundamentals/assets/13. pandas-Fundamentals-Lectures.ipynb (21.31 KB)
65. Appendix - pandas Fundamentals/assets/13. pandas-Fundamentals-Solutions.ipynb (118.35 KB)
65. Appendix - pandas Fundamentals/assets/13. Region.csv (10.22 KB)
65. Appendix - pandas Fundamentals/assets/13. Sales-products.csv (152.28 KB)
66. Bonus Lecture/01. Bonus Lecture Next Steps.html (4.33 KB)
66. Bonus Lecture/assets/01. 365-Data-Science-Data-Science-Interview-Questions-Guide.pdf (15.56 MB)

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