Beginner Level Deep Learning Tutorials in Pytorch with Youtube Videos!

The versatility of Python :snake: enlightened by Torch :flashlight: to seize Deep Learning

Examples of using PyTorch hooks, as covered in my YouTube tutorial video.

论文 Hinton等的论文 Matrix capsules with EM routing - Hinton, G. E., Sabour, S. and Frosst, N. (2018) Dynamic Routing Between Capsules - Sabour, S., Frosst, N. and Hinton, G.E. (2017) Transforming Auto-encoders - Hinton, G. E., Krizhevsky, A. and Wang, S. D. (2011) A parallel computation that assigns canonical object-based frames of reference. - Hinton, G.E. (1981) Shape representation in parallel systems - Hinton, G.E. (1981) Optimizing Neural Networks that Generate Images - Tijmen Tieleman’s disseration 其他论文 Capsule Network Performance on Complex Data - Xi, E., Bing, S. and Jin, Y. (2017) Accurate reconstruction of image stimuli from human fMRI based on the decoding model with capsule network architecture - Qiao, K., Zhang, C., Wang, L., Yan, B., Chen, J., Zeng, L. and Tong, L., (2018) An Optimization View on Dynamic Routing Between Capsules - Wang, D., Liu, E. (2018) CapsuleGAN: Generative Adversarial Capsule Network Ayush Jaiswal, Wael AbdAlmageed, Premkumar Natarajan. (2018) Spectral Capsule Networks - Bahadori, M. T. (2018) 博客 Max Pechyonkin的胶囊网络入门系列： 胶囊网络背后的直觉 胶囊如何工作 囊间动态路由算法 胶囊网络架构 基于TensorFlow实现胶囊网络 Debarko De的胶囊网络教程，包括注释详尽的胶囊网络实现代码 基于CUDA为胶囊网络实现TensorFlow定制操作 Jos van de Wolfshaar的文章，定制胶囊网络运算的CUDA支持 ISI新研究：胶囊生成对抗网络 用胶囊网络替换CNN作为GAN的判别网络，在MNIST数据集上取得了比卷积GAN更好的表现 Uncovering the Intuition behind Capsule Networks and Inverse Graphic Tanay Kothari的长篇教程 A Visual Representation of Capsule Connections in Dynamic Routing Between Capsules Mike Ross的胶囊网络示意图 Capsule Networks Are Shaking up AI — Here’s How to Use Them Nick Bourdakos的介绍 Capsule Networks Explained Kendrick Tan的解释 Understanding Dynamic Routing between Capsules (Capsule Networks) Jonathan Hui的教程，包括注释详尽的基于Keras的胶囊网络实现代码 Matrix capsules with EM routing Adrian Colyer关于EM路由的文章 Capsule Networks: A Glossary Sebastian Kwiatkowski的胶囊网络术语表 Overview of awesome articles 点评三篇胶囊网络教程 视频 Geoffrey Hinton’s talk: What is wrong with convolutional neural nets? - Geoffrey Hinton在MIT. Brain & Cognitive Sciences的演讲《卷积神经网络的问题在哪里？》 Capsule Networks (CapsNets) – Tutorial - “这视频棒极了。我本希望我能把胶囊解释得这么清楚。”Geoffrey Hinton Capsule networks: overview - 胶囊网络概览，包括向量和矩阵胶囊。 Overview of awesome videos 对以上3个视频的点评。 Capsule Networks: An Improvement to Convolutional Networks Siraj Raval介绍胶囊网络的视频 动态路由实现 官方实现 Sarasra/models 《Dynamic Routing Between Capsules》论文所用的代码 TensorFlow alisure-ml/CapsNet bourdakos1/capsule-networks etendue/CapsNet_TF InnerPeace-Wu/CapsNet-tensorflow jaesik817/adv_attack_capsnet jostosh/capsnet JunYeopLee/capsule-networks laodar/tf_CapsNet leoniloris/CapsNet naturomics/CapsNet-Tensorflow rrqq/CapsNet-tensorflow-jupyter thibo73800/capsnet-traffic-sign-classifier tjiang31/CapsNet winwinJJiang/capsNet-Tensorflow PyTorch acburigo/CapsNet adambielski/CapsNet-pytorch AlexHex7/CapsNet_pytorch aliasvishnu/Capsule-Networks-Notebook-MNIST andreaazzini/capsnet.pytorch cedrickchee/capsule-net-pytorch dragen1860/CapsNet-Pytorch gram-ai/capsule-networks higgsfield/Capsule-Network-Tutorial laubonghaudoi/CapsNet_guide_PyTorch leftthomas/CapsNet nishnik/CapsNet-PyTorch tonysy/CapsuleNet-PyTorch Ujjwal-9/CapsNet Keras fengwang/minimal-capsule gusgad/capsule-GAN mitiku1/Emopy-CapsNet ruslangrimov/capsnet-with-capsulewise-convolution streamride/CapsNet-keras-imdb sunxirui310/CapsNet-Keras theblackcat102/dynamic-routing-capsule-cifar XifengGuo/CapsNet-Keras XifengGuo/CapsNet-Fashion-MNIST Chainer soskek/dynamic_routing_between_capsules Torch mrkulk/Unsupervised-Capsule-Network MXNet AaronLeong/CapsNet_Mxnet GarrickLin/Capsnet.Gluon Soonhwan-Kwon/capsnet.mxnet CNTK Southworkscom/CapsNet-CNTK Lasagne DeniskaMazur/CapsNet-Lasagne Matlab yechengxi/LightCapsNet R dfalbel/capsnet JavaScript alseambusher/capsnet.js Vulcan moothyknight/CapsNet-for-Graphics-Rendering-Optimization EM路由实现 TensorFlow gyang274/capsulesEM www0wwwjs1/Matrix-Capsules-EM-Tensorflow PyTorch shzygmyx/Matrix-Capsules-pytorch 其他资源 Capsule Networks discussion Facebook讨论组 CapsNet-Tensorflow CapsNet-Tensorflow的gitter.im讨论组 Will capsule networks replace neural networks? Quora问答“胶囊网络会取代神经网络吗？” Could GANs work with Hinton’s capsule theory? Quora问答“GAN可以应用Hinton的胶囊理论吗？” Dynamic Routing Between Capsules Kyuhwan Jung对论文《Dynamic routing between Capsules》的评论（slideshare）

This repository is a comprehensive guide for beginners to advanced learners in the field of Machine Learning. Whether you're interested in Python, OpenCV, TensorFlow, or PyTorch, this resource will help you build a strong foundation in these critical areas. The resources provided below include video tutorials as well as a highly recommended book.

This is the code from video Pytorch Tutorial by zhouge. Bilibili: https://www.bilibili.com/video/BV1qf4y1b7xt?p=1

PyTorch code for the CVPR'2020 paper "Screencast Tutorial Video Understanding"

Practical PyTorch tutorials in Persian with code notebooks and videos.

This tutorial introduces the fundamental concepts of PyTorch through many youtube videos and blog tutorials .

Tutorial on How to use Pytorch for Machine Learning Applications using the Aladdin Perrson Tutorial Videos on Youtube

A convolutional neural network (CNN) model for the CIFAR-10 dataset, PyTorch, referenced from the tutorial video on Bilibili (BV1hE411t7RN)（著名的小土堆教Pytorch视频）

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This is a repository with tutorials on pytorch from CampusX's pytorch videos

Learnt PyTorch from Daniel Bourke Tutorial videos

Notebooks from the official pytorch tutorial videos

Code companion for my pytorch data tutorial videos

Pytorch tutorials generated by Gemini in Colab. Inspired by Vuk Rosić's video.

Learning implementation of Pytorch from 8 video tutorials posted by the YouTuber sentdex

A full overview of PyTorch with python. Learnt form codecamp video tutorial.

This is based out of freecodecamp youtube video tutorials pytorch for deep learning and machine learning

Notes about pytorch tutorial by Jackie Loong: https://www.bilibili.com/video/BV1fT4y1d7av

Contain the practice code for the online tutorial video for Pytorch and Deep Learning

Google Collab based on the tutorial of the official Pytorch website and some youtube additional youtube videos.

Learning from various language model videos and tutorials to build different language models (Bigram models, GPT-1, GPT-2, etc.) from scratch using PyTorch

A pytorch tutorial and example. Mainly based on this [video](https://www.youtube.com/watch?v=c36lUUr864M&t=5297s)

Tutorial for learning basics of PyTorch from the following YouTube video: https://www.youtube.com/watch?v=c36lUUr864M&t=1s

A neural network built using the Deep Learning from the Basics textbook is insterted into a game environment (snake game from the video tutorial series Teach AI To Play Snake - Reinforcement Learning Tutorial With PyTorch And Pygame) where instead of using pytorch the custom neural network is used instead.

This repositorycontains a comprehensive selection of machine learning and deep learning tutorials and videos. This playlist covers a wide range of topics in these domains, with step-by-step instructions and examples utilising popular tools like Python, PyTorch, and other strong machine learning libraries.

pytorch_tutorial这个仓库是b站上《Pytorch深度学习实践》完结合集的代码实现，b站视频链接：https://www.bilibili.com/video/BV1Y7411d7Ys/?spm_id_from=333.337.search-card.all.click&vd_source=cdfb0108b3ed2fba07493cc8dd899600

This project is for learning purposes and covers basic PyTorch operations, including autograd, linear regression, model & loss & optimizer & dataloader, neural networks, and CNNs. It was inspired by a tutorial from AssemblyAI. Video Link: https://youtu.be/OIenNRt2bjg?si=un6TH7c2YcyYOMuG