Data Science - Study Materials

Data Science Study Guide

00_Overview.md

1. NumPy Basics

01_NumPy_Basics.md

2. NumPy Advanced

02_NumPy_Advanced.md

3. Pandas Basics

03_Pandas_Basics.md

4. Pandas Data Manipulation

04_Pandas_Data_Manipulation.md

5. Pandas Advanced

05_Pandas_Advanced.md

6. Data Preprocessing

06_Data_Preprocessing.md

7. Descriptive Stats & EDA

07_Descriptive_Stats_EDA.md

8. Data Visualization Basics (Matplotlib)

08_Data_Visualization_Basics.md

9. Data Visualization Advanced (Seaborn)

09_Data_Visualization_Advanced.md

From EDA to Statistical Inference

10_From_EDA_to_Inference.md

11. Probability Review

11_Probability_Review.md

12. Sampling and Estimation

12_Sampling_and_Estimation.md

13. Confidence Intervals

13_Confidence_Intervals.md

14. Advanced Hypothesis Testing

14_Hypothesis_Testing_Advanced.md

15. Analysis of Variance (ANOVA)

15_ANOVA.md

16. Advanced Regression Analysis

16_Regression_Analysis_Advanced.md

17. Generalized Linear Models (GLM)

17_Generalized_Linear_Models.md

18. Introduction to Bayesian Statistics

18_Bayesian_Statistics_Basics.md

19. Bayesian Inference

19_Bayesian_Inference.md

20. Time Series Analysis Fundamentals

20_Time_Series_Basics.md

21. Time Series Models

21_Time_Series_Models.md

22. Multivariate Analysis

22_Multivariate_Analysis.md

23. Nonparametric Statistics

23_Nonparametric_Statistics.md

24. Experimental Design

24_Experimental_Design.md

25. Practical Projects - Comprehensive Data Analysis Practice

25_Practical_Projects.md