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Table of Contents for Algorithms and Machine Learning

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Recent Modifications

DIP is not a foundational model (23.11.14)

Differences between Foundational and Generative Models (23.11.14)

Classification Algorithm (23.09.22)



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Algorithm table of contents constructed from the Model Zoo as above


Ⅰ. Fundamental Algorithms

Chapter 1. Sorting Algorithms

Chapter 2. Search Algorithms

Chapter 3. Data Structures

Chapter 4. Data Visualization

Chapter 5. Regression Algorithms

Chapter 6. Classification Algorithms

Chapter 7. Dimensionality Reduction Algorithms

Chapter 8. Clustering Algorithms

Chapter 9. Pattern Recognition Algorithms


Ⅱ. Artificial Intelligence Generals

Chapter 10. Overview of Deep Learning

Chapter 11. Reinforcement Learning

Chapter 12. Evolutionary Learning

Chapter 13. Ensemble Learning

Chapter 14. Philosophy on AI


Ⅲ. Artificial Intelligence Details

Chapter 15. Multilayer Perceptrons

Chapter 16. CNN Neural Networks

Chapter 17. RNN Neural Networks

Chapter 18. GNN Neural Networks

Chapter 19. RBF Neural Networks

Chapter 20. Autoencoders

Chapter 21. Natural Language Processing and Large Language Models

Chapter 22. Computer Vision Models


Ⅲ. Special Algorithms

Chapter 23. Bioinformatics Algorithms

Chapter 24. Numerical Analysis Algorithms

Chapter 25. RSA Algorithm

Chapter 26. Dynamic Programming

Chapter 27. Other Algorithms



Input: 2021.11.10 22:13

Modification: 2023.06.27 01:14

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