# DL-NLP-Readings

**Repository Path**: King1949/DL-NLP-Readings

## Basic Information

- **Project Name**: DL-NLP-Readings
- **Description**: My Reading Lists of Deep Learning and Natural Language Processing
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2022-01-27
- **Last Updated**: 2022-01-27

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

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

## Table of Contents
1. Natural Language Processing
    1. [Language Modeling and Analysis](/readme/nlp/language_modeling.md)
    2. [Char/Word Embeddings, Sentence Representation and Natural Language Understanding](/readme/nlp/emb_sent_nlu.md)
    3. [Machine Translation and Language Transfer, Generation, Summarization and Dialogue](/readme/nlp/machine_translation.md)
    4. [Machine Comprehension and Question Answering](/readme/nlp/machine_comprehension.md)
    5. [Sequence Labeling (POS, NER, SRL, RE, IE, IR, Parsing, EL, Coref, Discourse, etc)](/readme/nlp/sequence_labeling.md)
    6. [Sentiment Analysis and Text Classification](/readme/nlp/classification.md)
    7. [Interpretability and Disambiguation](/readme/nlp/interpretability.md)
    8. [Other NLP Research Works](/readme/nlp/others.md)
2. Computer Vision
    1. [Visual Representation Learning](/readme/cv/vision_pretraining.md)
    2. [Image Processing, Classification and Recognition](/readme/cv/processing_classification.md)
    3. [Object Detection and Semantic Segmentation](/readme/cv/detection_segmentation.md)
    4. [Action Recognition](/readme/cv/action_recog.md)
    5. [Other Computer Vision Research Works](/readme/cv/others.md)
3. Vision and Language
    1. [Survey and Others](/readme/grounding/others.md)
    2. Image-based Vision and Language
        1. [Image-based Vision-and-Language Modelling and Multi-task Learning](/readme/grounding/image/vision_language.md)
        2. [Image Retrieval, Captioning and Edit](/readme/grounding/image/retrieval_captioning.md)
        3. [Image-based VQA, Reasoning and Dialogue](/readme/grounding/image/vqa_dialogue.md)
    3. Video-based Vision and Language
        1. [Video-based Vision-and-Language Modelling](/readme/grounding/video/vision_language.md)
        2. [Video Retrieval and Captioning](/readme/grounding/video/video_retrieval_captioning.md)
        3. [Video Grounding or Localization](/readme/grounding/video/video_grounding.md)
        4. [Video Question Answering, Reasoning and Dialogue](/readme/grounding/video/vqa_dialogue.md)
        5. [Other Video-based Vision and Language Tasks](/readme/grounding/video/others.md)
4. [Parameter Efficient Learning and Continual Learning](/readme/param_efficient_continual.md)
5. [Graph, KB and Social Network Learning](/readme/graphs.md)
6. [Capsule Network and Its Applications](/readme/capsule.md)
7. [Adversarial Training, Attacks, Defense and Robustness](/readme/at_attack_defense_robustness.md)
8. [Zero/Few Shot Learning and Meta Learning](/readme/meta.md)
9. [Domain Adaptation, Generalization, OOD and Debiasing](/readme/domain_adapt_ood_bias.md)
10. [Causal Learning and Invariant Risk Minimization](/readme/causal_irm.md)
11. [Knowledge Distillation and Data Imputation](/readme/distill_imputation.md)
12. [Label Noise and Anomaly Detection](/readme/label_noise_anomaly.md)
13. [Generative Adversarial Network, Autoencoder and Normalizing Flow](/readme/GAN_AE_NF.md)
14. [Other Research Works](/readme/others.md)
15. [Reinforcement Learning and Robotic Systems](/readme/rl_and_robotics.md)
16. [Mathematics, Machine Learning, Deep Learning, Reinforcement Learning and Coding Resources](/readme/resources.md)