Data Science with Jupyter: 2-in-1

سرفصل های دوره

Get the most out of Jupyter to perform various data science tasks

1. Jupyter for Data Science

1.1 Data Science with Jupyter.zip

1. The Course Overview

2. Jupyter User Interface

3. Jupyters Menu Choice

4. Real Life Examples Finance and Gambling

5. Real Life Examples Insurance and Consumer Products

6. Installing JupyterHub

7. Optimizing Python Script

8. Optimizing R Scripts

9. Securing a Notebook

10. Heavy-Duty Data Processing Functions in Jupyter

11. Using Pandas in Jupyter

12. Using SciPy in Jupyter

13. Expanding on Panda DataFrames

14. Sorting and Filtering DataFrames

15. Making a Prediction Using scikit-learn

16. Making a Prediction Using R

17. Interactive Visualization and Plotting

18. Drawing a Histogram of Social Data

19. Using Spark to Analyze Data

20. Using SparkSession and SQL

21. Combining Datasets

22. Loading JSON into Spark

23. Analyzing 2016 US Election Demographics

24. Analyzing 2016 Voter Registration and Voting

25. Analyzing Changes in College Admissions

26. Predicting Airplane Arrival Time

27. Reading a CSV File

28. Manipulating Data with dplyr

29. Tidying Up Data with tidyr

30. Visualizing Glyph Ready Data

31. Publishing a Notebook

32. Creating a Shiny Dashboard

33. Building Standalone Dashboards

34. Converting JSON to CSV

35. Evaluating Yelp Reviews

36. Naive Bayes

37. Nearest Neighbor Estimator

38. Decision Trees

39. Neural Networks and Random Forests

40. Test your knowledge.html

2. Jupyter In Depth

1. The Course Overview

2. Setting Up

3. Jupyter CLI Introduction

4. The Jupyter Core Module

5. The Jupyter Client

6. The Jupyter Console

7. Generating Configurations from the CLI

8. Storing Configurations

9. Configuration Extras

10. Ipyleaflet

11. More Fun with Ipywidgets

12. Using the GitHub API

13. Utilizing Twitter

14. The Notebook Package

15. Gdrive Custom Content Managers

16. Customer Bundler Extensions

17. Custom File Save Hook

18. Custom Request Handlers

19. Crafting a Dashboard

20. The Dashboard Server

21. Bokeh Dashboards

22. Test your knowledge.html

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تولید کننده: Udemy-Training