콘텐츠로 이동
Computer Science Notes
Home
검색 초기화
arnold518/cs-notes
Home
AI Paper Review
Mathematical Foundations of Deep Neural Networks
Reinforcement Learning
Computer Science Notes
arnold518/cs-notes
Home
AI Paper Review
AI Paper Review
1. RNN
2. LSTM
3. Sequence-to-Sequence
4. Attention
5. Transformer
Mathematical Foundations of Deep Neural Networks
Mathematical Foundations of Deep Neural Networks
Ch 1. Optimization and Stochastic Gradient Descent
Ch 1. Optimization and Stochastic Gradient Descent
1. Optimization Problem
2. Gradient Descent
Chapter 1 Code
Ch 2. Shallow Neural Networks to Multilayer Perceptrons
Ch 2. Shallow Neural Networks to Multilayer Perceptrons
3. Shallow Neural Networks
4. Deep Neural Networks
Chapter 2 Code
Ch 3. Convolutional Neural Networks
Ch 3. Convolutional Neural Networks
5. Convolutional Neural Networks
6. Foundations of Design and Training of Deep Neural Networks
7. ImageNet Challenge
Chapter 3 Code
Ch 4. CNNs for Other Supervised Learning Tasks
Ch 4. CNNs for Other Supervised Learning Tasks
8. CNNs for Other Supervised Learning Tasks
Chapter 4 Code
Ch 5. Unsupervised Learning
Ch 5. Unsupervised Learning
9. Autoencoder
10. Flow Models
11. Variational Autoencoders
12. Generative Adversarial Networks
Chapter 5 Code
Ch A. Appendix - Basics of Monte Carlo
Ch A. Appendix - Basics of Monte Carlo
13. Basics of Monte Carlo
Chapter A Code
Python Basics
Python Basics
Python Lecture 1
Python Lecture 2
Python Lecture 3
Reinforcement Learning
Reinforcement Learning
Ch 1. Tabular Solution Methods
Ch 1. Tabular Solution Methods
2. Multi-armed Bandits
3. Finite Markov Decision Processes
4. Dynamic Programming
5. Monte Carlo Methods
6. Temporal-Difference Learning
7. n-step Bootstrapping
8. Planning and Learning with Tabular Methods
Ch 2. Approximate Solution Methods
Ch 2. Approximate Solution Methods
9. On-policy Prediction with Approximation
10. On-policy Control with Approximation
11. Off-policy Methods with Approximation
12. Eligibility Traces
13. Policy Gradient Methods
Ch 3. Looking Deeper
Ch 3. Looking Deeper
14. Psychology
15. NeuroScience
16. Applications and Case Studies
17. Frontiers
Home
¶
맨위로