1. Introduction to the Course FREE CHAPTER

• Course Introduction and Table of Contents

2. Environment Setup – Preparing your Computer

• Environment Setup – Part 1
• Environment Setup – Part 2

3. Essential Components Included in Anaconda

• Essential Components Included in Anaconda

4. Python Basics - Assignment

• Python Basics - Assignment

5. Python Basics - Flow Control

• Python Basics - Flow Control – Part 1
• Python Basics - Flow Control – Part 2

6. Python Basics - List and Tuples

• Python Basics - List and Tuples

7. Python Basics - Dictionary and Functions

• Python Basics - Dictionary and Functions - Part 1
• Python Basics - Dictionary and Functions - Part 2

8. NumPy Basics

• NumPy Basics - Part 1
• NumPy Basics - Part 2

9. Matplotlib Basics

• Matplotlib Basics - Part 1
• Matplotlib Basics - Part 2

10. Basics of Data for Machine Learning

• Basics of Data for Machine Learning

11. Central Data Tendency - Mean

• Central Data Tendency - Mean

12. Central Data Tendency - Median and Mode

• Central Data Tendency - Median and Mode - Part 1
• Central Data Tendency - Median and Mode - Part 2

13. Variance and Standard Deviation Manual Calculation

• Variance and Standard Deviation Manual Calculation - Part 1
• Variance and Standard Deviation Manual Calculation - Part 2

14. Variance and Standard Deviation using Python

• Variance and Standard Deviation using Python

15. Percentile Manual Calculation

• Percentile Manual Calculation

16. Percentile using Python

• Percentile using Python

17. Uniform Distribution

• Uniform Distribution

18. Normal Distribution

• Normal Distribution - Part 1
• Normal Distribution - Part 2

19. Manual Z-Score calculation

• Manual Z score calculation

20. Z-Score calculation using Python

• Z-score calculation using Python

21. Multi Variable Dataset Scatter Plot

• Multi Variable Dataset Scatter Plot

22. Introduction to Linear Regression

• Introduction to Linear Regression

23. Manually Finding Linear Regression Correlation Coefficient

• Manually Finding Linear Regression Correlation Coefficient - Part 1
• Manually Finding Linear Regression Correlation Coefficient - Part 2

24. Manually Finding Linear Regression Slope Equation

• Manually Finding Linear Regression Slope Equation - Part 1
• Manually Finding Linear Regression Slope Equation - Part 2

25. Manually Predicting the Future Value Using Equation

• Manually Predicting the Future Value Using Equation

26. Linear Regression Using Python Introduction

• Linear Regression Using Python Introduction

27. Linear Regression Using Python

• Linear Regression Using Python - Part 1
• Linear Regression Using Python - Part 2

28. Strong and Weak Linear Regression

• Strong and Weak Linear Regression

29. Predicting Future Value Using Linear Regression in Python

• Predicting Future Value Using Linear Regression in Python

30. Polynomial Regression Introduction

• Polynomial Regression Introduction

31. Polynomial Regression Visualization

• Polynomial Regression Visualization

32. Polynomial Regression Prediction and R2 Value

• Polynomial Regression Prediction and R2 Value

33. Polynomial Regression Finding SD Components

• Polynomial Regression Finding SD Components

34. Polynomial Regression Manual Method Equations

• Polynomial Regression Manual Method Equations

35. Finding SD Components for abc

• Finding SD Components for abc

36. Finding abc

• Finding abc

37. Polynomial Regression Equation and Prediction

• Polynomial Regression Equation and Prediction

38. Polynomial Regression coefficient

• Polynomial Regression coefficient

39. Multiple Regression Introduction

• Multiple Regression Introduction

40. Multiple Regression Using Python - Data Import as CSV

• Multiple Regression Using Python - Data Import as CSV

41. Multiple Regression Using Python - Data Visualization

• Multiple Regression Using Python - Data Visualization

42. Creating Multiple Regression Object and Prediction Using Python

• Creating Multiple Regression Object and Prediction Using Python

43. Manual Multiple Regression - Intro and Finding Means

• Manual Multiple Regression - Intro and Finding Means

44. Manual Multiple Regression - Finding Components

• Manual Multiple Regression - Finding Components - Part 1
• Manual Multiple Regression - Finding Components - Part 2

45. Manual Multiple Regression - Finding abc

• Manual Multiple Regression - Finding abc

46. Manual Multiple Regression Equation Prediction and Coefficients

• Manual Multiple Regression Equation Prediction and Coefficients

47. Feature Scaling Introduction

• Feature Scaling Introduction

48. Standardization Scaling Using Python

• Standardization Scaling Using Python - Part 1
• Standardization Scaling using Python - Part 2

49. Standardization Scaling Using Manual Calculation

• Standardization Scaling Using Manual Calculation - Part 1
• Standardization Scaling Using Manual Calculation - Part 2