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My Reading Lists of Deep Learning and Natural Language Processing
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My Reading Lists of Machine Learning, Natural Language Processing and etc.
Table of Contents
Natural Language Processing
Language Modeling and Analysis
Char/Word Embeddings, Sentence Representation and Natural Language Understanding
Machine Translation and Language Transfer, Generation, Summarization and Dialogue
Machine Comprehension and Question Answering
Sequence Labeling and Information Retrieval (POS, NER, SRL, RE, IE, IR, Parsing, EL, Coref, Discourse, etc)
Sentiment Analysis and Text Classification
Interpretability and Disambiguation
Other NLP Research Works
Computer Vision
Visual Representation Learning
Image Processing, Classification and Recognition
Object Detection and Semantic Segmentation
Action Recognition
Other Computer Vision Research Works
Vision and Language
Survey and Others
Image-based Vision and Language
Image-based Vision-and-Language Modelling and Multi-task Learning
Image Retrieval, Captioning and Edit
Image-based VQA, Reasoning and Dialogue
Video-based Vision and Language
Video-based Vision-and-Language Modelling
Video Retrieval and Captioning
Video Grounding or Localization
Video Question Answering, Reasoning and Dialogue
Other Video-based Vision and Language Tasks
General Representation Learning
Parameter Efficient Learning and Continual Learning
Graph, KB and Social Network Learning
Capsule Network and Its Applications
Adversarial Training, Attacks, Defense and Robustness
Zero/Few Shot Learning and Meta Learning
Domain Adaptation, Generalization, OOD and Debiasing
Causal Learning and Invariant Risk Minimization
Knowledge Distillation and Data Imputation
Label Noise and Anomaly Detection
Generative Adversarial Network, Autoencoder and Normalizing Flow
Recommendation System
Reinforcement Learning and Robotic Systems
Other Research Works
Mathematics, Machine Learning, Deep Learning, Reinforcement Learning and Coding Resources
Open Source Agenda is not affiliated with "DL NLP Readings" Project. README Source:
26hzhang/DL-NLP-Readings
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Last Commit
2 years ago
Repository
26hzhang/DL-NLP-Readings
License
MIT
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Deep Learning
Language Model
Machine Learning
Natural Language Processing
Paper
Reinforcement Learning
Robotics
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Vision And Language
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Dec 11, 2022
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