wooksong/data-scientist-with-python

Data Scientist with Python Track Study

Objectives

• Completing the Career Track: Associate Data Scientist in Python (formerly Data Scientist with Python)
• TBU

Members

• @again4you
• @juseful
• @Juyounge-e
• @petanerd
• @sangwoolee392
• @wooksong
• @Yennyx

Progress

Career Track: Associate Data Scientist in Python

1. Introduction to Python

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

2. Intermediate Python

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

3. Project: Investigating Netflix Movies

Member	Done
@again4you	✅
@juseful	✅
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

4. Data Manipulation with pandas

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

5. Project: Exploring NYC Public School Test Result Scores

Member	Done
@again4you
@juseful
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

6. Joining Data with Pandas

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

7. Introduction to Statistics in Python

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

8. Introduction to Data Visualization with Matplotlib

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	[✅]

9. Introduction to Data Visualization with Seaborn

Member	Statement of Accomplishment
@again4you	✅
@juseful	✅
@Juyounge-e
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

10. Project: A Visual History of Nobel Prize Winners

Member	Done
@again4you	✅
@juseful
@Juyounge-e	✅
@petanerd	✅
@sangwoolee392
@wooksong	✅
@Yennyx	✅

11. Introduction to Functions in Python

Member	Done
@again4you
@juseful	✅
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

12. Python Data Science Toolbox

Member	Statement of Accomplishment
@again4you
@juseful	✅
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

13. Skill Assessment: Data Manipulation with Python

14. Exploratory Data Analysis in Python

Member	Statement of Accomplishment
@again4you
@juseful
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

15. Project: Analyzing Crime in Los Angeles

16. Working with Categorical Data in Python

Member	Statement of Accomplishment
@again4you
@juseful
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

17. Project: Customer Analytics: Preparing Data for Modeling

18. Data Communication Concepts

19. Introduction to Importing Data in Python

Member	Statement of Accomplishment
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

20. Cleaning Data in Python

21. Project: Exploring Airbnb Market Trends

22. Working with Dates and Times in Python

23. Skill Assessment: Importing & Cleaning Data with Python

24. Writing Functions in Python

Member	Statement of Accomplishment
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅
@Yennyx

25. Skill Assessment: Python Programming

Member	Statement of Accomplishment
@Juyounge-e
@petanerd
@sangwoolee392
@wooksong	✅ Advanced (Score:140 / Percentile: 90%)
@Yennyx

26. Introduction to Regression with statsmodels in Python

27. Project: Modeling Car Insurance Claim Outcomes

28. Sampling in Python

29. Hypothesis Testing in Python

30. Experimental Design in Python

31. Project: Hypothesis Testing with Men's and Women's Soccer Matches

32. Supervised Learning with scikit-learn

33. Project: Predictive Modeling for Agriculture

34. Unsupervised Learning in Python

35. Project: Clustering Antarctic Penguin Species

36. Machine Learning with Tree-Based Models in Python

37. Project: Predicting Movie Rental Durations