04:20

43. Data Science with Python - Machine Learning Introduction

04:34

42. Data Science with Python - Machine Learning Overview

06:02

41. Data Science with Python - Matplotlib Visualization

06:10

40. Data Science with Python - Reproducible Script for Data Processing

02:32

39. Data Science with Python - Saving Dataframe to file

04:49

38. Data Science with Python - Categorical Feature Encoding; Reordering columns - DEMO

04:31

37. Data Science with Python - Categorical Feature Encoding : Intro

10:02

36. Data Science with Python - Feature Engineering Demo

01:58

35. Data Science with Python - Feature Engineering

06:23

34. Data Science with Python - Outliers: Demo of Detection and Treatment

03:40

33. Data Science with Python - Outliers: Detection and Treatment Intro

08:55

32. Data Science with Python - Missing Values on titanic set - Demo2

07:34

31. Data Science with Python - Missing Values on titanic set - Demo1

05:24

30. Data Science with Python - Handling Missing Values mentods

04:14

29. Data Science with Python - Data Munging : Introduction

07:07

28. Data Science with Python - Crosstab and Pivot Table

06:55

27. Data Science with Python - Grouping and Aggregation

04:40

26. Data Science with Python - Bivariate: Scatter Plot

06:44

25. Data Science with Python - Histogram and KDE Plot; Skewness

02:59

24. Data Science with Python - EDA: Distributions

05:30

23. Data Science with Python - Counts and Proportions

06:56

22. Data Science with Python - Variance, Standard Deviation, Application on Titanic Dataset

05:24

21. Data Science with Python - Spread Measure: Range, Percentile; Boxplot

04:44

20. Data Science with Python - EDA Summary Statistics; Mean & Median

05:24

19. Data Science with Python - Selection, Indexing, and Filtering data

10:18

18. Data Science with Python - Exploratory Data Analysis; Using basic structures

03:12

17. Data Science with Python - Introduction to NumPy and Pandas

04:33

16. Data Science with Python - Exploring and Processing Data Intro

02:42

15. Data Science with Python - Public Datasets and Committing Changes to Git

04:12

14. Data Science with Python - Script for getting Titanic Data -pt 3

07:01

13. Data Science with Python - Getting Titanic Dataset using requests - pt 2

02:52

12. Data Science with Python - Getting Titanic Dataset using requests - pt 1

08:15

11. Data Science with Python - Web Scraping using Requests and BeautifulSoup

05:36

10. Data Science with Python - Extracting data though APIs

10:10

9. Data Science with Python - Extracting Data from Databases

03:27

8. Data Science with Python - Versioning Data Science Project : GIT

04:47

7. Data Science with Python - Setting up the COOKIECUTTER

02:52

6. Data Science with Python - Data Science Project Template

10:00

5. Data Science with Python - Jupyter Notebook Basics and Magic Functions

06:58

4. Data Science with Python - Setting up Jupyter Notebook

06:07

3. Data Science with Python - Environment Setup, Python 2.x vs Python 3.x

06:02

2. Data Science with Python - Prerequisites, Data Science Project Cycle, Why Python

01:32

1. Data Science with Python - Overview