Python for Data Science and Machine Learning Video Course DVD

Course content

149 Lessons
Overall Duration : 22:29:34

Course Introduction
3 Lessons
Duration : 07:15

Environment Set-Up
1 Lesson
Duration : 11:14

Jupyter Overview
3 Lessons
Duration : 23:48

Python Crash Course
8 Lessons
Duration : 01:24:13

Python for Data Analysis - NumPy
8 Lessons
Duration : 01:03:43

Python for Data Analysis - Pandas
11 Lessons
Duration : 01:42:36

Python for Data Analysis - Pandas Exercises
5 Lessons
Duration : 35:06

Python for Data Visualization - Matplotlib
7 Lessons
Duration : 01:00:08

Python for Data Visualization - Seaborn
9 Lessons
Duration : 01:21:54

Python for Data Visualization - Pandas Built-in Data Visualization
3 Lessons
Duration : 23:44

Python for Data Visualization - Plotly and Cufflinks
2 Lessons
Duration : 22:00

Python for Data Visualization - Geographical Plotting
5 Lessons
Duration : 40:29

Data Capstone Project
9 Lessons
Duration : 01:18:35

Introduction to Machine Learning
4 Lessons
Duration : 21:04

Linear Regression
6 Lessons
Duration : 51:35

Cross Validation and Bias-Variance Trade-Off
1 lecture
Duration : 06:25

Logistic Regression
6 Lessons
Duration : 01:07:29

K Nearest Neighbors
4 Lessons
Duration : 40:42

Decision Trees and Random Forests
5 Lessons
Duration : 44:58

Support Vector Machines
4 Lessons
Duration : 34:58

K Means Clustering
4 Lessons
Duration : 37:21

Principal Component Analysis
2 Lessons
Duration : 20:24

Recommender Systems
3 Lessons
Duration : 31:10

Natural Language Processing
6 Lessons
Duration : 01:18:54

Big Data and Spark with Python
12 Lessons
Duration : 01:42:07

Neural Nets and Deep Learning
10 Lessons
Duration : 01:23:38

APPENDIX: OLD TENSORFLOW VIDEOS (Version 0.8)
7 Lessons
01:33:33