arnas / awesome-pytorch-scholarship

A list of awesome PyTorch scholarship articles, guides, blogs, courses and other resources.

Awesome PyTorch Scholarship Resources

A collection of awesome PyTorch and Python learning resources.

Contributions are always welcome!

Course Information

AMA's

• Pytorch AMA 11.09.2018

• (Alternate categorized version) Pytorch AMA 11.09.2018

• AMA Session Wednesday, November 14th @ 4PM PST

• AMA_Session Transcript,Thurs , 11/15/18

Resources

• Resources
  • Documentation
  • Courses
  • Articles
  • Tutorials
  • Jupyter Notebooks
  • Books
  • Training and tutorials
  • Misc

Documentation

• Pytorch Official Documentation

Courses

Courses that can you take alongside PyTorch scholarship course both Python and Machine Learning

• Coursera' Machine Learning Course by Stanford

• Coursera' Deep learning Specialization taught by Andrew Ng

• Linear Algebra refresher course from Udacity

• Introductory courses(few hours each) about Python, ML, Pandas Data Visualisation, SQL, R, Deep Learning, Embeddings, and ML Explainability

• Linear algebra lectures from Gilbert Strang (very great lectures

• Pytorch course - basics are very well explained such as tensors and common operations

• A Practical Introduction to deep learning

• Intro To machine learning by MIT professors.

• Practical deep learning course. For later on in the challenge, when everyone is comfortable with PyTorch

• 2-Day Python course for Python beginners

• Linear algebra

• mlcourse.ai is an open Machine Learning course by OpenDataScience. The course is designed to perfectly balance theory and practice; therefore, each topic is followed by an assignment with a deadline in a week.

• François Fleuret course on DL with Pytorch at EPFL

• Free, interactive, intuitive Python tutorials

• EDX - Deep Learning with Python and PyTorch

• EDX - Introduction to Python: Fundamentals

• EDX - Introduction to Python: Absolute Beginner

• Udemy - Machine Learning MasterClass

Articles

Content published on the Web.

• PyTorch 101 for Dummies
• Using PyTorch with GPU in Google Colab
• The best resources for Deep Learning from beginner to advance

Tutorials

Walkthroughs and tutorials that help you learn ML and PyTorch.

• Chintala's 60 Minute PyTorch Blitz

• Pytorch Official List of Tutorials

• PyTorch tutorial for beginners

• Contains code based tutorial for Pytorch

• Free Python coding games from beginners to advanced

• An introduction to PyTorch Tensors

• Deep Learning Tutorial - LISA lab, University of Montreal

• Numpy Tutorial - Stanford CS231n

• Kaggle tutorial for deep learning beginners

Jupyter Notebooks

• From basics to building CNN in PyTorch

Books

Books - free and commercial

• Interactive textbook on Neural Network Fundamentals. Beginner resource
• Deep Learning book from Ian Goodfellow and Yoshua Bengio and Aaron Courville

Videos

An assortment of conference and training videos.

Training and tutorials

• 3blue1brown's Channel (Intuitive refreshers in neural networks and linear Algebra))

• Siraj's Channel (Topics and courses in AI, machine learning, decentralized apps, etc.)

• But what is a Neural Network? | Deep learning, chapter 1

• How to Learn Deep Learning (when you’re not a computer science Ph.D.)

• ML concepts in plain language.

• Deep Learning with PyTorch

• Deep Learning with PyTorch

• Introduction to PyTorch. Uses regression, classification and image recognition for teaching concepts such CNNs, FCNs, AutoGrad etc

• Intro to Neural Networks

• Deep Neural Networks with PyTorch

Blogs

• Neural Network for beginners blog
• Tutorial to take you from beginner to expert in Machine Learning
• Computer Vision for Python

Misc

• Chrome extension for speeding up youtube video playback speed