Python Machine Learning By Example

Table of Contents

1. Getting Started with Machine Learning and Python
2. Building a Movie Recommendation Engine
3. Predicting Online Ad Click-Through with Tree-Based Algorithms
4. Predicting Online Ad Click-Through with Logistic Regression
5. Predicting Stock Prices with Regression Algorithms
6. Predicting Stock Prices with Artificial Neural Networks
7. Mining the 20 Newsgroups Dataset with Text Analysis Techniques
8. Discovering Underlying Topics in the Newsgroups Dataset with Clustering and Topic Modeling
9. Recognizing Faces with Support Vector Machine
10. Machine Learning Best Practices
11. Categorizing Images of Clothing with Convolutional Neural Networks
12. Making Predictions with Sequences Using Recurrent Neural Networks
13. Advancing Language Understanding and Generation with Transformer Models
14. Building An Image Search Engine Using Multimodal Models
15. Making Decisions in Complex Environments with Reinforcement Learning