/DL-NLP-Readings

My Reading Lists of Deep Learning and Natural Language Processing

Primary LanguageTeXMIT LicenseMIT

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