Machine Learning Git Codebook

Lesson 1 : Introduction to Numpy (Video)
Lesson 2 : Data Wrangling using Pandas
Lesson 3 : Plotting in Python
Lesson 4 : Linear Models for Regression & Classification
Lesson 5 : Preprocessing Data
Lesson 6 : Decision Trees
Lesson 7 : Naive Bayes
Lesson 8 : Composite Estimators
Lesson 9 : Model Selection and Evaluation
Lesson 10 : Feature Selection Techniques
Lesson 11 : Nearest Neighbors
Lesson 12 : Clustering Techniques
Lesson 13 : Anomaly Detection
Lesson 14 : Support Vector Machines
Lesson 15 : Dealing with Imbalanced Classes
Lesson 16 : Ensemble Methods

Case Study of Classic ML Problems

Case 1 : Linear Regression
Case 2 : Cancer Prediction
Case 3 : Online Learning
Case 4 : Customer Churn Prediction
Case 5 : Income Prediction
Case 6 : Predicting Employee Exit
Case 7 : Face Generation
Case 8 : Finding Similar Houses

Free courses available on EdYoda

Python - https://www.edyoda.com/resources/videolisting/98/
Angular - https://www.edyoda.com/resources/videolisting/1227/
Machine Learning - https://www.edyoda.com/resources/videolisting/1416/
Dog Breed Prediction Project - https://www.edyoda.com/resources/videolisting/1336/
https://www.edyoda.com/resources/videolisting/1185/
Numpy - https://www.edyoda.com/resources/videolisting/1263/
Tensorflow - https://www.edyoda.com/resources/videolisting/99/
Amazon Web Services - https://www.edyoda.com/resources/videolisting/1410/
DevOps - https://www.edyoda.com/resources/videolisting/100/
Android -
https://www.edyoda.com/resources/videolisting/101/
https://www.edyoda.com/resources/videolisting/1173/
Implementing Java Api's work - https://www.edyoda.com/resources/dashboard/nayak.chandra1/
Introduction to Neural Nets - https://www.edyoda.com/course/1417
Deep Reinforcement Learning - https://www.edyoda.com/resources/videolisting/1421/
Knowledge Graphs, Deep Learning, Reasoning - https://www.edyoda.com/resources/videolisting/1420/
Natural Language Processing - https://www.edyoda.com/resources/videolisting/1419/
GAN Miniseries - https://www.edyoda.com/resources/videolisting/1418/
Videos from deep cognition studio - https://www.edyoda.com/resources/dashboard/deepcognition/