awesome-ML-NLP

A curated list of awesome resources for research about Machine Learning and Natural Language Processing. it includes lot of useful libraries and on-going conferences. ​

Conferences, Programmes and Events

• Machine Learning
  • ICML - The International Conference on Machine Learning
  • NeurIPS - The conference on Neural Information Processing Systems
  • ICLR - The International Conference on Learning Representations （近年のLLM研究ではICML・ICLRに目を通すこともおすすめ） ​
• Natural Language Processing
  • ACL - Annual Meeting of the Association for Computational Linguistics
  • EMNLP - The Conference on Empirical Methods in Natural Language Processing
  • NAACL - The North American Chapter of the Association for Computational Linguistics ​ ​
• Computer Vision
  • CVPR - The Computer Vision and Pattern Recognition Conference
  • ICCV - The International Conference on Computer Vision
  • ECCV - The European Conference on Computer Vision ​ ​
• Data Mining/Information Retrieval/Web
  • KDD - The international conference on Knowledge Discovery and Data mining
  • Web Conference - The international conference on the topics related to World Wide Web
  • SIGIR - The international conference on research and development in information retrieval ​ ​
• Artificial Intelligence
  • AAAI - The conference on artificial intelligence
  • IJCAI - The International Joint Conference on Artificial Intelligence

Datasets

​

Libraries, Softwares

• 研究室で頻用
  • pytorch - Python package providing Tensors that can live either on the CPU or the GPU and accelerates the computation by a huge amount and a way of building neural networks
  • transformers - Python package providing thousands of pretrained models to perform tasks on different modalities such as text, vision, and audio
  • numpy - The fundamental package for scientific computing with Python
  • scikit-learn - Python module for machine learning built on top of SciPy
  • scipy - open-source software including modules for statistics, optimization, integration, linear algebra, Fourier transforms, signal and image processing, ODE solvers, and more ​ ​
• 研究室ではあまり用いられないが有名
  • Tensorflow - an end-to-end open source platform for machine learning
  • JAX - Autograd and XLA, brought together for high-performance machine learning research
  • Keras - deep learning API written in Python, running on top of the machine learning platform TensorFlow ​

Books, Slides and Review papers

• 機械学習プロフェッショナルシリーズ 講談社サイエンティフィック
• 自然言語処理の基礎 オーム社 (2022年までの主要研究を網羅)
• 自然言語処理シリーズ コロナ社 (各ドメインに特化)
• Pattern Recognition and Machine Learning
• Stanford CS224N: Natural Language Processing with Deep Learning
• Stanford CS324: Large Language Models ​

Journals

• IEEE Transactions on Pattern Analysis and Machine Intelligence
• Transactions of the Association for Computational Linguistics
• Journal of Machine Learning Research
• Transactions on Machine Learning Research
• Nature Machine Intelligence ​

Researchers