Natural Language Processing with Deep Learning

Resources

  1. Speech and Language Processing book
  2. Dive into Deep Learning

Deep Learning Question Bank

  1. Introduction
  2. Data Manipulation
  3. Data Preprocessing
  4. Linear Algebra
  5. Calculus
  6. Automatic Differentiation
  7. Probability

NLP Question Bank

  1. Deep Learning Fundamentals
  2. Regular Expressions
  3. Words
  4. N-grams
  5. Text Classification with Naive Bayes
  6. Logistic Regression
  7. Vector Semantics
  8. Neural Networks
  9. Parts of Speech and Named Entities
  10. Sequence Processing
  11. Machine Translation
  12. Constituency Grammars
  13. Constituency Parsing
  14. Dependency Parsing
  15. Logical Representations of Sentence Meaning
  16. Information Extraction
  17. Word Senses and Wordnet
  18. Semantic Role Labeling
  19. Lexicons for Sentiment, Affect, and Connotation
  20. Coreference Resolution
  21. Discourse Coherence
  22. Question Answering
  23. Chatbots and Dialogue Systems
  24. Phonetics
  25. Automatic Speech Recognition and Text-to-Speech

Survey

  1. Language Modeling
  2. Machine Translation
  3. Question Answering
  4. Sentiment Analysis
  5. Text Generation
  6. Word Embeddings
  7. Text Summarization
  8. Named Entity Recognition
  9. Optical Character Recognition
  10. Relation Extraction
  11. Reading Comprehension
  12. Natural Language Inference
  13. Visual Question Answering
  14. Information Retrieval
  15. Emotional Dialogue Acts
  16. Semantic Textual Similarity
  17. Dialogue
  18. Semantic Parsing

Posts

subscribe via RSS