I have written 1000s of lines of code and built multiple projects in PyTorch.
On @PyTorch 's 5 year completion, I am sharing Top 10 resources you can use to learn this awesome Deep Learning framework from scratch!
A Visual Thread (with links)🧵👇
1️⃣ PyTorch Official Tutorials -
PyTorch has some extensive and clear tutorials in all domains like Text, Audio, Image, Video, Reinforcement Learning and so on.
Link👉bit.ly/3IswPPX
2️⃣ Deep Learning with PyTorch: Zero to GANs
Taught by @aakashns,
this @YouTube playlist teaches you creating a Linear Regression model in PyTorch all the way to creating a GAN to generate anime faces!
Link👉bit.ly/3fF6WzR
3️⃣ PyTorch Tutorials - Complete Beginner Course:
In this exhaustive @YouTube playlist, @python_engineer takes you through
basics of tensors, gradients,
models like Logistic Regression/RNN/GRU and
introduces PyTorch Lightning as well.
Link👉bit.ly/33Sa6O2
4️⃣ PyTorch Tutorials
This paylist is for people who love Deep Learning Research.
@aladdinpersson starts from the basics,
then moves through architecture by architecture in order of complexity
and provides basic paper explanations as well!
Link👉bit.ly/3IqPzzh
5️⃣ pytorch-tutorial:
A beautifully structured @github repository by @yunjey_choi
He has divided the tutorials in 4 sections -
Beginner, Intermediate, Advanced & Utilities.
It is recommended after completing the official PyTorch Tutorial.
Link👉bit.ly/3GLF6xD
6️⃣ Dive into Deep Learning:
This is an interactive deep learning book with code, math, and discussions.
The code is available in NumPy/MXNet, PyTorch, and TensorFlow.
It is recommended to start after having prior experience with PyTorch.
Link👉bit.ly/3ryZfAS
7️⃣ Deep Learning for Coders with fastai and PyTorch:
A legendary book on @PyTorch and @fastdotai by @jeremyphoward and @GuggerSylvain
It dives progressively into deep learning theory and
you gain a complete understanding of the algorithms
Link👉bit.ly/3tGocNq
8️⃣ Natural Language Processing with PyTorch:
This book provides you with a solid grounding in NLP and Deep Learning
It demonstrate how to use PyTorch to build applications involving rich representations of text specific to the problems you face.
Link👉bit.ly/3FJoLbB
9️⃣ Modern Computer Vision with PyTorch:
One book which will hold your hands and make you fall in love with Computer Vision.
50+ PyTorch real world Computer Vision projects, all in one place!
Link👉bit.ly/3Im577b
🔟Deep Learning with PyTorch:
Written by PyTorch’s creator and key contributors this book teaches you to develop deep learning models in a familiar Pythonic way.
Several PyTorch implementation based projects are available in this book.
Link👉bit.ly/3qImzgk
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