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PyTorch Crash Course - Getting Started with Deep Learning

AssemblyAI 137,642 lượt xem 2 years ago
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Learn how to get started with PyTorch in this Crash Course. It teaches you all important concepts about this Deep Learning framework.

Resources:
- PyTorch website: https://pytorch.org
- Deep Learning Explained: https://youtube.com/playlist?list=PLcWfeUsAys2nPgh-gYRlexc6xvscdvHqX
- 4h PyTorch Course: https://youtube.com/playlist?list=PLqnslRFeH2UrcDBWF5mfPGpqQDSta6VK4
- Code: https://colab.research.google.com/drive/1eiUBpmQ4m7Lbxqi2xth1jBaL61XTKdxp?usp=sharing
- PyTorch vs TensorFlow: https://www.assemblyai.com/blog/pytorch-vs-tensorflow-in-2022/

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#MachineLearning #DeepLearning

PyTorch Getting Started
PyTorch Installation
PyTorch Neural Net
PyTorch CNN
PyTorch Dataset
PyTorch DataLoader
PyTorch Optimization

Timeline:
00:00 Intro & Overview
00:54 Installation & Overview
02:37 Tensor Basics
11:14 Autograd
17:41 Linear Regression Autograd
20:59 Model, Loss & Optimizer
27:11 Neural Network
38:08 Convolutional Neural Net

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