- 01. Introduction
- 02. Corporate Messaging Case Study
- 03. Case Study: Clean and Tokenize
- 04. Solution: Clean and Tokenize
- 05. Machine Learning Workflow
- 06. Case Study: Machine Learning Workflow
- 07. Solution: Machine Learning Workflow
- 08. Using Pipeline
- 09. Advantages of Using Pipeline
- 10. Case Study: Build Pipeline
- 11. Solution: Build Pipeline
- 12. Pipelines and Feature Unions
- 13. Using Feature Union
- 14. Case Study: Add Feature Union
- 15. Solution: Add Feature Union
- 16. Creating Custom Transformers
- 17. Case Study: Create Custom Transformer
- 18. Solution: Create Custom Transformer
- 19. Pipelines and Grid Search
- 20. Using Grid Search with Pipelines
- 21. Case Study: Grid Search Pipeline
- 22. Solution: Grid Search Pipeline
- 23. Conclusion