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Size

01 - Part 1_ Introduction/001 A Practical Example_ What You Will Learn in This Course.mp4

13.08MB

01 - Part 1_ Introduction/001 A Practical Example_ What You Will Learn in This Course__en.srt

6.41KB

01 - Part 1_ Introduction/002 What Does the Course Cover.mp4

49.69MB

01 - Part 1_ Introduction/002 What Does the Course Cover__en.srt

5.1KB

01 - Part 1_ Introduction/003 Download All Resources and Important FAQ.html

21.36KB

01 - Part 1_ Introduction/16507136-FAQ-The-Data-Science-Course.pdf

306.1KB

01 - Part 1_ Introduction/external-assets-links.txt

101B

02 - The Field of Data Science - The Various Data Science Disciplines/001 Data Science and Business Buzzwords_ Why are there so Many_.mp4

54.72MB

02 - The Field of Data Science - The Various Data Science Disciplines/001 Data Science and Business Buzzwords_ Why are there so Many___en.srt

6.77KB

02 - The Field of Data Science - The Various Data Science Disciplines/002 What is the difference between Analysis and Analytics.mp4

8.01MB

02 - The Field of Data Science - The Various Data Science Disciplines/002 What is the difference between Analysis and Analytics__en.srt

5.03KB

02 - The Field of Data Science - The Various Data Science Disciplines/003 Business Analytics, Data Analytics, and Data Science_ An Introduction.mp4

49.96MB

02 - The Field of Data Science - The Various Data Science Disciplines/003 Business Analytics, Data Analytics, and Data Science_ An Introduction__en.srt

11KB

02 - The Field of Data Science - The Various Data Science Disciplines/004 Continuing with BI, ML, and AI.mp4

35.94MB

02 - The Field of Data Science - The Various Data Science Disciplines/004 Continuing with BI, ML, and AI__en.srt

11.96KB

02 - The Field of Data Science - The Various Data Science Disciplines/005 A Breakdown of our Data Science Infographic.mp4

33.95MB

02 - The Field of Data Science - The Various Data Science Disciplines/005 A Breakdown of our Data Science Infographic__en.srt

5.21KB

02 - The Field of Data Science - The Various Data Science Disciplines/13075156-365-DataScience-Diagram.pdf

323.08KB

02 - The Field of Data Science - The Various Data Science Disciplines/13075162-365-DataScience-Diagram.pdf

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02 - The Field of Data Science - The Various Data Science Disciplines/13075166-365-DataScience.png

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02 - The Field of Data Science - The Various Data Science Disciplines/13075168-365-DataScience.png

6.92MB

03 - The Field of Data Science - Connecting the Data Science Disciplines/001 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4

21.73MB

03 - The Field of Data Science - Connecting the Data Science Disciplines/001 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML__en.srt

9.14KB

04 - The Field of Data Science - The Benefits of Each Discipline/001 The Reason Behind These Disciplines.mp4

12.41MB

04 - The Field of Data Science - The Benefits of Each Discipline/001 The Reason Behind These Disciplines__en.srt

6.56KB

05 - The Field of Data Science - Popular Data Science Techniques/001 Techniques for Working with Traditional Data.mp4

105.52MB

05 - The Field of Data Science - Popular Data Science Techniques/001 Techniques for Working with Traditional Data__en.srt

10.7KB

05 - The Field of Data Science - Popular Data Science Techniques/002 Real Life Examples of Traditional Data.mp4

13.92MB

05 - The Field of Data Science - Popular Data Science Techniques/002 Real Life Examples of Traditional Data__en.srt

2.22KB

05 - The Field of Data Science - Popular Data Science Techniques/003 Techniques for Working with Big Data.mp4

60.48MB

05 - The Field of Data Science - Popular Data Science Techniques/003 Techniques for Working with Big Data__en.srt

5.74KB

05 - The Field of Data Science - Popular Data Science Techniques/004 Real Life Examples of Big Data.mp4

4.21MB

05 - The Field of Data Science - Popular Data Science Techniques/004 Real Life Examples of Big Data__en.srt

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05 - The Field of Data Science - Popular Data Science Techniques/005 Business Intelligence (BI) Techniques.mp4

51.34MB

05 - The Field of Data Science - Popular Data Science Techniques/005 Business Intelligence (BI) Techniques__en.srt

8.92KB

05 - The Field of Data Science - Popular Data Science Techniques/006 Real Life Examples of Business Intelligence (BI).mp4

19.35MB

05 - The Field of Data Science - Popular Data Science Techniques/006 Real Life Examples of Business Intelligence (BI)__en.srt

2.14KB

05 - The Field of Data Science - Popular Data Science Techniques/007 Techniques for Working with Traditional Methods.mp4

74.75MB

05 - The Field of Data Science - Popular Data Science Techniques/007 Techniques for Working with Traditional Methods__en.srt

11.32KB

05 - The Field of Data Science - Popular Data Science Techniques/008 Real Life Examples of Traditional Methods.mp4

21.17MB

05 - The Field of Data Science - Popular Data Science Techniques/008 Real Life Examples of Traditional Methods__en.srt

3.53KB

05 - The Field of Data Science - Popular Data Science Techniques/009 Machine Learning (ML) Techniques.mp4

47.78MB

05 - The Field of Data Science - Popular Data Science Techniques/009 Machine Learning (ML) Techniques__en.srt

8.94KB

05 - The Field of Data Science - Popular Data Science Techniques/010 Types of Machine Learning.mp4

61.78MB

05 - The Field of Data Science - Popular Data Science Techniques/010 Types of Machine Learning__en.srt

10.46KB

05 - The Field of Data Science - Popular Data Science Techniques/011 Real Life Examples of Machine Learning (ML).mp4

22.44MB

05 - The Field of Data Science - Popular Data Science Techniques/011 Real Life Examples of Machine Learning (ML)__en.srt

2.96KB

06 - The Field of Data Science - Popular Data Science Tools/001 Necessary Programming Languages and Software Used in Data Science.mp4

19.54MB

06 - The Field of Data Science - Popular Data Science Tools/001 Necessary Programming Languages and Software Used in Data Science__en.srt

7.35KB

07 - The Field of Data Science - Careers in Data Science/001 Finding the Job - What to Expect and What to Look for.mp4

9.48MB

07 - The Field of Data Science - Careers in Data Science/001 Finding the Job - What to Expect and What to Look for__en.srt

4.34KB

08 - The Field of Data Science - Debunking Common Misconceptions/001 Debunking Common Misconceptions.mp4

16.43MB

08 - The Field of Data Science - Debunking Common Misconceptions/001 Debunking Common Misconceptions__en.srt

5.43KB

09 - Part 2_ Probability/001 The Basic Probability Formula.mp4

29.13MB

09 - Part 2_ Probability/001 The Basic Probability Formula__en.srt

9.04KB

09 - Part 2_ Probability/002 Computing Expected Values.mp4

29.24MB

09 - Part 2_ Probability/002 Computing Expected Values__en.srt

6.71KB

09 - Part 2_ Probability/003 Frequency.mp4

36.39MB

09 - Part 2_ Probability/003 Frequency__en.srt

6.28KB

09 - Part 2_ Probability/004 Events and Their Complements.mp4

11.4MB

09 - Part 2_ Probability/004 Events and Their Complements__en.srt

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09 - Part 2_ Probability/17431614-Course-Notes-Basic-Probability.pdf

371.05KB

10 - Probability - Combinatorics/001 Fundamentals of Combinatorics.mp4

3.21MB

10 - Probability - Combinatorics/001 Fundamentals of Combinatorics__en.srt

1.35KB

10 - Probability - Combinatorics/002 Permutations and How to Use Them.mp4

13.97MB

10 - Probability - Combinatorics/002 Permutations and How to Use Them__en.srt

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10 - Probability - Combinatorics/003 Simple Operations with Factorials.mp4

13.98MB

10 - Probability - Combinatorics/003 Simple Operations with Factorials__en.srt

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10 - Probability - Combinatorics/004 Solving Variations with Repetition.mp4

13.75MB

10 - Probability - Combinatorics/004 Solving Variations with Repetition__en.srt

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10 - Probability - Combinatorics/005 Solving Variations without Repetition.mp4

14.76MB

10 - Probability - Combinatorics/005 Solving Variations without Repetition__en.srt

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10 - Probability - Combinatorics/006 Solving Combinations.mp4

18.99MB

10 - Probability - Combinatorics/006 Solving Combinations__en.srt

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10 - Probability - Combinatorics/007 Symmetry of Combinations.mp4

13.51MB

10 - Probability - Combinatorics/007 Symmetry of Combinations__en.srt

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10 - Probability - Combinatorics/008 Solving Combinations with Separate Sample Spaces.mp4

12.87MB

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10 - Probability - Combinatorics/009 Combinatorics in Real-Life_ The Lottery.mp4

16.16MB

10 - Probability - Combinatorics/009 Combinatorics in Real-Life_ The Lottery__en.srt

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10 - Probability - Combinatorics/010 A Recap of Combinatorics.mp4

12MB

10 - Probability - Combinatorics/010 A Recap of Combinatorics__en.srt

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10 - Probability - Combinatorics/011 A Practical Example of Combinatorics.mp4

42.24MB

10 - Probability - Combinatorics/011 A Practical Example of Combinatorics__en.srt

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10 - Probability - Combinatorics/17431618-Course-Notes-Combinatorics.pdf

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10 - Probability - Combinatorics/17431624-Symmetry-Explained.pdf

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10 - Probability - Combinatorics/17550452-Combinations-With-Repetition.pdf

207.41KB

10 - Probability - Combinatorics/17756226-Additional-Exercises-Combinatorics.pdf

106.58KB

10 - Probability - Combinatorics/19540858-Additional-Exercises-Combinatorics-Solutions.pdf

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11 - Probability - Bayesian Inference/001 Sets and Events.mp4

17.44MB

11 - Probability - Bayesian Inference/001 Sets and Events__en.srt

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11 - Probability - Bayesian Inference/002 Ways Sets Can Interact.mp4

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11 - Probability - Bayesian Inference/002 Ways Sets Can Interact__en.srt

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11 - Probability - Bayesian Inference/003 Intersection of Sets.mp4

8.78MB

11 - Probability - Bayesian Inference/003 Intersection of Sets__en.srt

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11 - Probability - Bayesian Inference/004 Union of Sets.mp4

19.47MB

11 - Probability - Bayesian Inference/004 Union of Sets__en.srt

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11 - Probability - Bayesian Inference/005 Mutually Exclusive Sets.mp4

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11 - Probability - Bayesian Inference/005 Mutually Exclusive Sets__en.srt

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11 - Probability - Bayesian Inference/006 Dependence and Independence of Sets.mp4

11.98MB

11 - Probability - Bayesian Inference/006 Dependence and Independence of Sets__en.srt

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11 - Probability - Bayesian Inference/007 The Conditional Probability Formula.mp4

16.33MB

11 - Probability - Bayesian Inference/007 The Conditional Probability Formula__en.srt

5.27KB

11 - Probability - Bayesian Inference/008 The Law of Total Probability.mp4

11.39MB

11 - Probability - Bayesian Inference/008 The Law of Total Probability__en.srt

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11 - Probability - Bayesian Inference/009 The Additive Rule.mp4

10.89MB

11 - Probability - Bayesian Inference/009 The Additive Rule__en.srt

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11 - Probability - Bayesian Inference/010 The Multiplication Law.mp4

19.8MB

11 - Probability - Bayesian Inference/010 The Multiplication Law__en.srt

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11 - Probability - Bayesian Inference/011 Bayes' Law.mp4

20.94MB

11 - Probability - Bayesian Inference/011 Bayes' Law__en.srt

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11 - Probability - Bayesian Inference/012 A Practical Example of Bayesian Inference.mp4

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11 - Probability - Bayesian Inference/012 A Practical Example of Bayesian Inference__en.srt

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11 - Probability - Bayesian Inference/17431622-Course-Notes-Bayesian-Inference.pdf

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11 - Probability - Bayesian Inference/17970686-CDS-2017-2018-Hamilton.pdf

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11 - Probability - Bayesian Inference/18886388-Bayesian-Homework.pdf

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11 - Probability - Bayesian Inference/18886392-Bayesian-Homework-Solutions.pdf

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11 - Probability - Bayesian Inference/GetFreeCourses.Co.url

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11 - Probability - Bayesian Inference/How you can help GetFreeCourses.Co.txt

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12 - Probability - Distributions/001 Fundamentals of Probability Distributions.mp4

19.28MB

12 - Probability - Distributions/001 Fundamentals of Probability Distributions__en.srt

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12 - Probability - Distributions/002 Types of Probability Distributions.mp4

28.69MB

12 - Probability - Distributions/002 Types of Probability Distributions__en.srt

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12 - Probability - Distributions/003 Characteristics of Discrete Distributions.mp4

9.25MB

12 - Probability - Distributions/003 Characteristics of Discrete Distributions__en.srt

2.51KB

12 - Probability - Distributions/004 Discrete Distributions_ The Uniform Distribution.mp4

10.08MB

12 - Probability - Distributions/004 Discrete Distributions_ The Uniform Distribution__en.srt

2.84KB

12 - Probability - Distributions/005 Discrete Distributions_ The Bernoulli Distribution.mp4

14.76MB

12 - Probability - Distributions/005 Discrete Distributions_ The Bernoulli Distribution__en.srt

4.29KB

12 - Probability - Distributions/006 Discrete Distributions_ The Binomial Distribution.mp4

24.94MB

12 - Probability - Distributions/006 Discrete Distributions_ The Binomial Distribution__en.srt

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12 - Probability - Distributions/007 Discrete Distributions_ The Poisson Distribution.mp4

14.62MB

12 - Probability - Distributions/007 Discrete Distributions_ The Poisson Distribution__en.srt

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12 - Probability - Distributions/008 Characteristics of Continuous Distributions.mp4

28.87MB

12 - Probability - Distributions/008 Characteristics of Continuous Distributions__en.srt

8.88KB

12 - Probability - Distributions/009 Continuous Distributions_ The Normal Distribution.mp4

19.67MB

12 - Probability - Distributions/009 Continuous Distributions_ The Normal Distribution__en.srt

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12 - Probability - Distributions/010 Continuous Distributions_ The Standard Normal Distribution.mp4

20.72MB

12 - Probability - Distributions/010 Continuous Distributions_ The Standard Normal Distribution__en.srt

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12 - Probability - Distributions/011 Continuous Distributions_ The Students' T Distribution.mp4

5.44MB

12 - Probability - Distributions/011 Continuous Distributions_ The Students' T Distribution__en.srt

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12 - Probability - Distributions/012 Continuous Distributions_ The Chi-Squared Distribution.mp4

10.95MB

12 - Probability - Distributions/012 Continuous Distributions_ The Chi-Squared Distribution__en.srt

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12 - Probability - Distributions/013 Continuous Distributions_ The Exponential Distribution.mp4

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12 - Probability - Distributions/013 Continuous Distributions_ The Exponential Distribution__en.srt

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12 - Probability - Distributions/014 Continuous Distributions_ The Logistic Distribution.mp4

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12 - Probability - Distributions/014 Continuous Distributions_ The Logistic Distribution__en.srt

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12 - Probability - Distributions/015 A Practical Example of Probability Distributions.mp4

138.31MB

12 - Probability - Distributions/015 A Practical Example of Probability Distributions__en.srt

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12 - Probability - Distributions/17431628-Solving-Integrals.pdf

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12 - Probability - Distributions/17550252-Normal-Distribution-Exp-and-Var.pdf

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12 - Probability - Distributions/17862366-Poisson-Expected-Value-and-Variance.pdf

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12 - Probability - Distributions/17971238-FIFA19.csv

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12 - Probability - Distributions/17971258-Daily-Views.xlsx

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12 - Probability - Distributions/17971264-Customers-Membership.xlsx

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12 - Probability - Distributions/20945990-Course-Notes-Probability-Distributions.pdf

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13 - Probability - Probability in Other Fields/001 Probability in Finance.mp4

39.66MB

13 - Probability - Probability in Other Fields/001 Probability in Finance__en.srt

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13 - Probability - Probability in Other Fields/002 Probability in Statistics.mp4

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13 - Probability - Probability in Other Fields/002 Probability in Statistics__en.srt

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13 - Probability - Probability in Other Fields/003 Probability in Data Science.mp4

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13 - Probability - Probability in Other Fields/003 Probability in Data Science__en.srt

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13 - Probability - Probability in Other Fields/19327638-Probability-in-Finance-Homework.pdf

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13 - Probability - Probability in Other Fields/19327648-Probability-in-Finance-Solutions.pdf

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13 - Probability - Probability in Other Fields/23224540-Probability-Cheat-Sheet.pdf

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14 - Part 3_ Statistics/001 Population and Sample.mp4

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15 - Statistics - Descriptive Statistics/001 Types of Data.mp4

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15 - Statistics - Descriptive Statistics/002 Levels of Measurement.mp4

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15 - Statistics - Descriptive Statistics/003 Categorical Variables - Visualization Techniques.mp4

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15 - Statistics - Descriptive Statistics/005 Numerical Variables - Frequency Distribution Table.mp4

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15 - Statistics - Descriptive Statistics/007 The Histogram.mp4

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15 - Statistics - Descriptive Statistics/009 Cross Tables and Scatter Plots.mp4

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15 - Statistics - Descriptive Statistics/011 Mean, median and mode.mp4

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15 - Statistics - Descriptive Statistics/013 Skewness.mp4

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15 - Statistics - Descriptive Statistics/015 Variance.mp4

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15 - Statistics - Descriptive Statistics/017 Standard Deviation and Coefficient of Variation.mp4

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15 - Statistics - Descriptive Statistics/021 Correlation Coefficient.mp4

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52 - Deep Learning - Conclusion/001 Summary on What You've Learned.mp4

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52 - Deep Learning - Conclusion/004 An overview of CNNs.mp4

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53 - Appendix_ Deep Learning - TensorFlow 1_ Introduction/001 READ ME____.html

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53 - Appendix_ Deep Learning - TensorFlow 1_ Introduction/007 Basic NN Example with TF_ Inputs, Outputs, Targets, Weights, Biases.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/001 Business Case_ Getting Acquainted with the Dataset.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/002 Business Case_ Outlining the Solution.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/003 The Importance of Working with a Balanced Dataset.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/006 Creating a Data Provider.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/007 Business Case_ Model Outline.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/008 Business Case_ Optimization.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/009 Business Case_ Interpretation.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/010 Business Case_ Testing the Model.mp4

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/012 Business Case_ Final Exercise.html

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55 - Appendix_ Deep Learning - TensorFlow 1_ Business Case/29591948-TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb

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56 - Software Integration/001 What are Data, Servers, Clients, Requests, and Responses.mp4

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56 - Software Integration/001 What are Data, Servers, Clients, Requests, and Responses__en.srt

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56 - Software Integration/002 What are Data Connectivity, APIs, and Endpoints_.mp4

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56 - Software Integration/002 What are Data Connectivity, APIs, and Endpoints___en.srt

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56 - Software Integration/003 Taking a Closer Look at APIs.mp4

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56 - Software Integration/003 Taking a Closer Look at APIs__en.srt

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56 - Software Integration/004 Communication between Software Products through Text Files.mp4

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56 - Software Integration/005 Software Integration - Explained.mp4

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57 - Case Study - What's Next in the Course_/001 Game Plan for this Python, SQL, and Tableau Business Exercise.mp4

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57 - Case Study - What's Next in the Course_/001 Game Plan for this Python, SQL, and Tableau Business Exercise__en.srt

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57 - Case Study - What's Next in the Course_/002 The Business Task.mp4

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57 - Case Study - What's Next in the Course_/002 The Business Task__en.srt

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57 - Case Study - What's Next in the Course_/003 Introducing the Data Set.mp4

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57 - Case Study - What's Next in the Course_/003 Introducing the Data Set__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/001 What to Expect from the Following Sections_.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/002 Importing the Absenteeism Data in Python.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/002 Importing the Absenteeism Data in Python__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/003 Checking the Content of the Data Set.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/003 Checking the Content of the Data Set__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/004 Introduction to Terms with Multiple Meanings.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/004 Introduction to Terms with Multiple Meanings__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/005 What's Regression Analysis - a Quick Refresher.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/006 Using a Statistical Approach towards the Solution to the Exercise.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/006 Using a Statistical Approach towards the Solution to the Exercise__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/007 Dropping a Column from a DataFrame in Python.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/007 Dropping a Column from a DataFrame in Python__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/008 EXERCISE - Dropping a Column from a DataFrame in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/009 SOLUTION - Dropping a Column from a DataFrame in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/010 Analyzing the Reasons for Absence.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/010 Analyzing the Reasons for Absence__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/011 Obtaining Dummies from a Single Feature.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/011 Obtaining Dummies from a Single Feature__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/012 EXERCISE - Obtaining Dummies from a Single Feature.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/013 SOLUTION - Obtaining Dummies from a Single Feature.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/014 Dropping a Dummy Variable from the Data Set.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/015 More on Dummy Variables_ A Statistical Perspective.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/015 More on Dummy Variables_ A Statistical Perspective__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/016 Classifying the Various Reasons for Absence.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/016 Classifying the Various Reasons for Absence__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/017 Using .concat() in Python.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/017 Using .concat() in Python__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/018 EXERCISE - Using .concat() in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/019 SOLUTION - Using .concat() in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/020 Reordering Columns in a Pandas DataFrame in Python.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/020 Reordering Columns in a Pandas DataFrame in Python__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/021 EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/022 SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/023 Creating Checkpoints while Coding in Jupyter.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/023 Creating Checkpoints while Coding in Jupyter__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/024 EXERCISE - Creating Checkpoints while Coding in Jupyter.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/025 SOLUTION - Creating Checkpoints while Coding in Jupyter.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/026 Analyzing the Dates from the Initial Data Set.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/026 Analyzing the Dates from the Initial Data Set__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/027 Extracting the Month Value from the _Date_ Column.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/027 Extracting the Month Value from the _Date_ Column__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/028 Extracting the Day of the Week from the _Date_ Column.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/028 Extracting the Day of the Week from the _Date_ Column__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/029 EXERCISE - Removing the _Date_ Column.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/030 Analyzing Several _Straightforward_ Columns for this Exercise.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/030 Analyzing Several _Straightforward_ Columns for this Exercise__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/031 Working on _Education_, _Children_, and _Pets_.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/031 Working on _Education_, _Children_, and _Pets___en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Final Remarks of this Section.mp4

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58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Final Remarks of this Section__en.srt

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58 - Case Study - Preprocessing the 'Absenteeism_data'/033 A Note on Exporting Your Data as a _.csv File.html

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58 - Case Study - Preprocessing the 'Absenteeism_data'/15271310-Absenteeism-data.csv

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58 - Case Study - Preprocessing the 'Absenteeism_data'/15271322-data-preprocessing-homework.pdf

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58 - Case Study - Preprocessing the 'Absenteeism_data'/15271330-df-preprocessed.csv

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545298-Absenteeism-Exercise-Preprocessing-df-reason-mod.ipynb

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545314-Absenteeism-Exercise-Preprocessing-ChP-df-date-reason-mod.ipynb

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545316-Absenteeism-Exercise-Removing-the-Date-Column-SOLUTION.ipynb

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545318-Absenteeism-Exercise-Preprocessing-LECTURES.ipynb

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545334-Absenteeism-Exercise-Preprocessing-df-preprocessed.ipynb

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58 - Case Study - Preprocessing the 'Absenteeism_data'/29545338-Absenteeism-Exercise-EXERCISES-and-SOLUTIONS.ipynb

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/001 Exploring the Problem with a Machine Learning Mindset.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/001 Exploring the Problem with a Machine Learning Mindset__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/002 Creating the Targets for the Logistic Regression.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/002 Creating the Targets for the Logistic Regression__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/003 Selecting the Inputs for the Logistic Regression.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/003 Selecting the Inputs for the Logistic Regression__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/004 Standardizing the Data.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/004 Standardizing the Data__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/005 Splitting the Data for Training and Testing.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/005 Splitting the Data for Training and Testing__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/006 Fitting the Model and Assessing its Accuracy.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/006 Fitting the Model and Assessing its Accuracy__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/006 Fitting the Model and Assessing its Accuracy_en.vtt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/007 Creating a Summary Table with the Coefficients and Intercept.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/007 Creating a Summary Table with the Coefficients and Intercept__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/008 Interpreting the Coefficients for Our Problem.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/008 Interpreting the Coefficients for Our Problem__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/009 Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/009 Standardizing only the Numerical Variables (Creating a Custom Scaler)__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/010 Interpreting the Coefficients of the Logistic Regression.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/010 Interpreting the Coefficients of the Logistic Regression__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Backward Elimination or How to Simplify Your Model.mp4

31.96MB

59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Backward Elimination or How to Simplify Your Model__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Backward Elimination or How to Simplify Your Model_en.vtt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/012 Testing the Model We Created.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/012 Testing the Model We Created__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/013 Saving the Model and Preparing it for Deployment.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/013 Saving the Model and Preparing it for Deployment__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/014 ARTICLE - A Note on 'pickling'.html

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/015 EXERCISE - Saving the Model (and Scaler).html

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/016 Preparing the Deployment of the Model through a Module.mp4

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/016 Preparing the Deployment of the Model through a Module__en.srt

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15364076-Absenteeism-preprocessed.csv

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59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/external-assets-links.txt

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60 - Case Study - Loading the 'absenteeism_module'/001 Are You Sure You're All Set_.html

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60 - Case Study - Loading the 'absenteeism_module'/002 Deploying the 'absenteeism_module' - Part I.mp4

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60 - Case Study - Loading the 'absenteeism_module'/002 Deploying the 'absenteeism_module' - Part I__en.srt

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60 - Case Study - Loading the 'absenteeism_module'/003 Deploying the 'absenteeism_module' - Part II.mp4

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60 - Case Study - Loading the 'absenteeism_module'/003 Deploying the 'absenteeism_module' - Part II__en.srt

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60 - Case Study - Loading the 'absenteeism_module'/003 Deploying the 'absenteeism_module' - Part II_en.vtt

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60 - Case Study - Loading the 'absenteeism_module'/004 Exporting the Obtained Data Set as a _.csv.html

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60 - Case Study - Loading the 'absenteeism_module'/29545348-Absenteeism-Exercise-Deploying-the-absenteeism-module.ipynb

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60 - Case Study - Loading the 'absenteeism_module'/29545372-Absenteeism-Exercise-Integration.ipynb

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60 - Case Study - Loading the 'absenteeism_module'/29545374-absenteeism-module.py

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60 - Case Study - Loading the 'absenteeism_module'/29545382-Absenteeism-new-data.csv

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60 - Case Study - Loading the 'absenteeism_module'/29545384-model

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60 - Case Study - Loading the 'absenteeism_module'/29545388-scaler

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/001 EXERCISE - Age vs Probability.html

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/002 Analyzing Age vs Probability in Tableau.mp4

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/002 Analyzing Age vs Probability in Tableau__en.srt

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/003 EXERCISE - Reasons vs Probability.html

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/004 Analyzing Reasons vs Probability in Tableau.mp4

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/004 Analyzing Reasons vs Probability in Tableau__en.srt

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/005 EXERCISE - Transportation Expense vs Probability.html

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/006 Analyzing Transportation Expense vs Probability in Tableau.mp4

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/006 Analyzing Transportation Expense vs Probability in Tableau__en.srt

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/24453624-Absenteeism-predictions.csv

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61 - Case Study - Analyzing the Predicted Outputs in Tableau/29545266-Absenteeism-predictions.csv

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62 - Appendix - Additional Python Tools/001 Using the .format() Method.mp4

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62 - Appendix - Additional Python Tools/001 Using the .format() Method__en.srt

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62 - Appendix - Additional Python Tools/002 Iterating Over Range Objects.mp4

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62 - Appendix - Additional Python Tools/002 Iterating Over Range Objects__en.srt

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62 - Appendix - Additional Python Tools/003 Introduction to Nested For Loops.mp4

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62 - Appendix - Additional Python Tools/003 Introduction to Nested For Loops__en.srt

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62 - Appendix - Additional Python Tools/004 Triple Nested For Loops.mp4

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62 - Appendix - Additional Python Tools/004 Triple Nested For Loops__en.srt

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62 - Appendix - Additional Python Tools/005 List Comprehensions.mp4

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62 - Appendix - Additional Python Tools/006 Anonymous (Lambda) Functions.mp4

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62 - Appendix - Additional Python Tools/006 Anonymous (Lambda) Functions__en.srt

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62 - Appendix - Additional Python Tools/29535536-Additional-Python-Tools-Lectures.ipynb

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62 - Appendix - Additional Python Tools/29535540-Additional-Python-Tools-Exercises.ipynb

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62 - Appendix - Additional Python Tools/29535546-Additional-Python-Tools-Solutions.ipynb

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62 - Appendix - Additional Python Tools/29535548-Additional-Python-Tools-Lectures.ipynb

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62 - Appendix - Additional Python Tools/29535552-Additional-Python-Tools-Exercises.ipynb

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62 - Appendix - Additional Python Tools/29535554-Additional-Python-Tools-Solutions.ipynb

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63 - Appendix - pandas Fundamentals/001 Introduction to pandas Series.mp4

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63 - Appendix - pandas Fundamentals/001 Introduction to pandas Series__en.srt

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63 - Appendix - pandas Fundamentals/002 Working with Methods in Python - Part I.mp4

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63 - Appendix - pandas Fundamentals/002 Working with Methods in Python - Part I__en.srt

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63 - Appendix - pandas Fundamentals/003 Working with Methods in Python - Part II.mp4

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64 - Bonus Lecture/001 Bonus Lecture_ Next Steps.html

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