nanguoshun / DL-NLP-Readings

My Reading Lists of Deep Learning and Natural Language Processing

My Reading Lists of Machine Learning, Natural Language Processing and etc.

Keeping update and appending new items...

Table of Contents

1. Natural Language Processing
   1. Char/Word Embeddings
   2. Language Modeling
   3. Machine Translation, Language Style Transfer
   4. Machine Comprehension and Question Answering
   5. Dialogue, Chatbot and NLG Systems
   6. Sequence Labeling (POS, NER, SRL, RE, DP, EL and etc.)
   7. Knowledge Base Completion and Representation
   8. Sentiment Analysis and Text Classification
   9. Sentence Representation and Natural Language Inference
   10. Text Summarization and Generation
   11. Interpretability, Disambiguation, Anaphora and Discourse
   12. Other NLP Research Works
2. Computer Vision (Classification, Detection, Recognition and etc.)
3. Graph and Social Network Representation
4. Visual Grounding and Multi-Modal Learning
5. Capsule Network and Its Applications
6. Offense and Defense
7. Zero/Few Shot Learning, Meta Learning, Domain Adaptation and Generalization
8. Knowledge Distillation and Data Imputation
9. Label Noise and Anomaly Detection
10. Adversarial Training and Generative Adversarial Network
11. Network Structures (NTM, Autoencoder, Memory Nets, Highway Nets and etc.)
12. Other Research Works
13. Reinforcement Learning and Robotic Systems
14. Medical Field Research Works
15. Probabilistic Programming Languages
16. Mathematics, Machine Learning, Deep Learning, Reinforcement Learning and Coding Resources