Pytorch

Last updated Mar 30, 2023 Edit Source

• Named Tensors using First-class Dimensions in PyTorch
• Accelerate your models to production with Google Cloud and PyTorch
• PyTorch 2.0 brings new fire to open-source machine learning

• #COURSE Intro to Deep Learning with PyTorch (Udacity)
• #COURSE Learn PyTorch for Deep Learning: Zero to Mastery book
  • https://zerotomastery.io/courses/learn-pytorch/

• #CODE PyTorch (Facebook)
  • http://pytorch.org
  • Ecosystem tools
  • Tensors and Dynamic neural networks in Python with strong GPU acceleration
  • https://sagivtech.com/2017/09/19/optimizing-pytorch-training-code/
• #CODE PADL - Pipeline Abtractions for Deep Learning
  • https://padl.ai/
  • https://medium.com/pytorch/padl-portable-pytorch-pipelines-facilitating-deep-learning-model-use-c73b7ed95bcc
• #CODE TorchStudio
  • IDE for PyTorch and its ecosystem
  • https://www.assemblyai.com/blog/beginners-guide-to-torchstudio-pytorch-only-ide/
• #CODE Pytorch-lightning
  • https://medium.com/pytorch/introducing-lightning-flash-the-fastest-way-to-get-started-with-deep-learning-202f196b3b98
• #CODE Fastai
  • fastai simplifies training fast and accurate neural nets using modern best practices
  • https://docs.fast.ai/
  • #PAPER Fastai: A Layered API for Deep Learning (Howard 2020)
• #CODE kornia
  • Open Source Differentiable Computer Vision Library
  • https://kornia.github.io/
• #CODE NMF
  • A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
  • https://mmf.sh/
• #CODE Pytext (Facebook) - A natural language modeling framework based on PyTorch
  • https://fb.me/pytextdocs
  • PyText is a deep-learning based NLP modeling framework built on PyTorch
• #CODE Clearml
  • ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, AI/DS and DataEng/ML Ops and Data-Management
  • https://clear.ml/docs
• #CODE Composer
  • A PyTorch Library for Efficient Neural Network Training
• #CODE ColossalAI
  • Colossal-AI: A Unified Deep Learning System for Large-Scale Parallel Training
  • https://analyticsindiamag.com/a-guide-to-parallel-deep-learning-with-colossal-ai/

• #PAPER PyTorch: An Imperative Style, High-Performance Deep Learning Library (Paszke 2019)
  • Deep learning frameworks have often focused on either usability or speed, but not both. PyTorch is a machine learning library that shows that these two goals are in fact compatible: it provides an imperative and Pythonic programming style that supports code as a model, makes debugging easy and is consistent with other popular scientific computing libraries, while remaining efficient and supporting hardware accelerators such as GPUs