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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. Normalization of Big Data


Ⅱ. Artificial Intelligence

Chapter 10. Overview of Deep Learning

Chapter 11. Multilayer Perceptrons

Chapter 12. CNN Algorithms

Chapter 13. RNN Algorithms

Chapter 14. Autoencoders

Chapter 15. Natural Language Processing and Massive Language Models

Chapter 16. Reinforcement Learning

Chapter 17. Evolutionary Learning

Chapter 18. Ensemble Learning


Ⅲ. Special Algorithms

Chapter 19. Multi-armed Bandits

Chapter 20. Bioinformatics Algorithms

Chapter 21. Numerical Analysis Algorithms

Chapter 22. RSA Algorithm

Chapter 23. Other Algorithms



Input: 2021.11.10 22:13

Modification: 2023.06.27 01:14

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