Mastering Machine Learning from Linear Regression to Deep Learning Essentials
View the full list of contents below.
- 1. Discover the Benefits Inside This Book
- 2. Essential Requirements at a Glance
- 3. Discover the Power of Data and Code
- 4. Meet Our Expert Authors
- 5. Choosing the Right Language for Success
- 6. Pursuing an Epic Journey to Excellence
- 7. Essential Concepts Revealed in 6.1
- 8. Configure Your Data for Success
- 9. Kickstart Your Journey with Informed Guesswork
- 10. Minimize Prediction Error with Accurate Forecasting Techniques
- 11. Mastering Ordinary Least Squares Regression Analysis
- 12. Maximize Performance with 6.6 Optimization Techniques
- 13. Maximizing Likelihood with Precision
- 14. Penalized Objectives Optimization Strategies
- 15. Classification Made Easy 6.9 Guide
- 16. Boosting Performance with Top Optimization Algorithms
- 17. Finalizing the Essentials of 6.11
- 18. Explore 6.12 In-Depth Discovery Guide
- 19. Discovering the Common Thread in Section 9.6.1
- 20. Choose Your Adventure Starts Here
- 21. Discover Essential Resources Beyond the Basics
- 22. Essential Insights for Success
- 23. Revisiting Prediction and Explanation Strategies
- 24. Mastering Experimental Design Fundamentals
- 25. Discovering Nature’s Solutions
- 26. Discovering Cause and Effect Insights
- 27. Causal Inference Models for Data-Driven Insights
- 27.1 Master Linear Regression for Data-Driven Insights
- 27.2 Modeling Insights with Graphical and Structural Equations
- 27.3 Discover the Power of Counterfactual Thinking
- 27.4 Maximize Impact with Uplift Modeling Techniques
- 27.5 Mastering Meta-Learning Strategies
- 27.6 Alternative Approaches to Causal Inference Models
- 28. Tying Up Loose Ends
- 29. Discover Your Path with Expert Guidance
- 30. Discovering the Common Thread
- 31. Choose Your Own Adventure Stories
- 32. Discover Essential Additional Resources
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