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Download Python Statistics Essential Training

Python Statistics Essential Training

Name

Python Statistics Essential Training

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Total Size

452.1 MB

Total Files

78

Hash

F77398EF11811B86CCDA9EB102AE74C9E964DF1B

/2.2. Importing and Cleaning Data/

11.Data cleaning.mp4

35.1 MB

08.The structure of data.en.srt

2.8 KB

08.The structure of data.mp4

3.2 MB

09.Create tidy data tables.en.srt

7.2 KB

09.Create tidy data tables.mp4

11.7 MB

10.Introducing pandas.en.srt

8.5 KB

10.Introducing pandas.mp4

19.8 MB

11.Data cleaning.en.srt

13.5 KB

12.✓ Challenge - Personal email analytics.en.srt

1.6 KB

12.✓ Challenge - Personal email analytics.mp4

3.6 MB

13.✓ Solution - Personal email analytics.en.srt

3.8 KB

13.✓ Solution - Personal email analytics.mp4

10.5 MB

/0.Introduction/

01.Welcome.mp4

7.2 MB

02.What you need to know.en.srt

1.5 KB

02.What you need to know.mp4

1.3 MB

03.Using the exercise files.en.srt

1.4 KB

03.Using the exercise files.mp4

3.1 MB

01.Welcome.en.srt

1.9 KB

/1.1. Installation and Setup/

04.Install Anaconda Python on OS X.en.srt

5.1 KB

04.Install Anaconda Python on OS X.mp4

8.5 MB

05.Install Anaconda Python on Windows.en.srt

4.3 KB

05.Install Anaconda Python on Windows.mp4

10.8 MB

06.Working with Jupyter Notebook.en.srt

3.6 KB

06.Working with Jupyter Notebook.mp4

6.8 MB

07.Using Python in the cloud.en.srt

3.4 KB

07.Using Python in the cloud.mp4

9.2 MB

/3.3. Visualizing and Describing Data/

14.The power of visualization.en.srt

8.6 KB

14.The power of visualization.mp4

21.0 MB

15.Describe distributions.en.srt

7.1 KB

15.Describe distributions.mp4

9.5 MB

16.Plot distributions.en.srt

8.3 KB

16.Plot distributions.mp4

19.7 MB

17.Plots of two quantitative variables.en.srt

6.0 KB

17.Plots of two quantitative variables.mp4

17.5 MB

18.More quantitative variables.en.srt

7.4 KB

18.More quantitative variables.mp4

22.5 MB

19.Describe categorical variables.en.srt

5.8 KB

19.Describe categorical variables.mp4

12.6 MB

20.Plot categorical variables.en.srt

4.4 KB

20.Plot categorical variables.mp4

12.5 MB

21.Personal email analytics.en.srt

10.8 KB

21.Personal email analytics.mp4

30.4 MB

22.✓ Challenge - More email analytics.en.srt

0.5 KB

22.✓ Challenge - More email analytics.mp4

1.4 MB

23.✓ Solution - More email analytics.en.srt

1.7 KB

23.✓ Solution - More email analytics.mp4

4.9 MB

/4.4. Introduction to Statistical Inference/

24.Statistical inference.en.srt

2.4 KB

24.Statistical inference.mp4

3.0 MB

25.Confidence intervals.en.srt

12.0 KB

25.Confidence intervals.mp4

18.0 MB

26.Bootstrapping.en.srt

7.8 KB

26.Bootstrapping.mp4

17.9 MB

27.Hypothesis testing.en.srt

9.3 KB

27.Hypothesis testing.mp4

20.5 MB

28.p values and confidence intervals.en.srt

5.9 KB

28.p values and confidence intervals.mp4

14.0 MB

29.✓ Challenge - Bootstrapping grades.en.srt

0.5 KB

29.✓ Challenge - Bootstrapping grades.mp4

1.2 MB

30.✓ Solution - Bootstrapping grades.en.srt

1.6 KB

30.✓ Solution - Bootstrapping grades.mp4

4.5 MB

/5.5. Introduction to Statistical Modeling/

31.Statistical modeling.en.srt

2.6 KB

31.Statistical modeling.mp4

2.5 MB

32.Fitting models to data.en.srt

10.0 KB

32.Fitting models to data.mp4

17.3 MB

33.Goodness of fit.en.srt

8.2 KB

33.Goodness of fit.mp4

14.7 MB

34.Cross validation.en.srt

7.3 KB

34.Cross validation.mp4

13.7 MB

35.Logistic regression.en.srt

7.5 KB

35.Logistic regression.mp4

11.6 MB

36.Bayesian inference.en.srt

11.4 KB

36.Bayesian inference.mp4

20.0 MB

37.✓ Challenge - Explaining baby weight at birth.en.srt

1.2 KB

37.✓ Challenge - Explaining baby weight at birth.mp4

2.9 MB

38.✓ Solution - Explaining baby weight at birth.en.srt

1.4 KB

38.✓ Solution - Explaining baby weight at birth.mp4

4.2 MB

/6.Conclusion/

39.Next steps.en.srt

3.3 KB

39.Next steps.mp4

3.0 MB

 

Total files 78


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