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PyTorch Learners Tutorial
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PyTorch tutorial for learners
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PyTorch-learners-tutorial
PyTorch tutorial for learners
Codes are compatible with torch version 1.0.0
Written in Google Colaboratory (.ipynb files)
PyTorch Basics
1. PyTorch Tensors
Tensors
Creating Tensors
Tensor Data Types
Size (shape) of Tensors
2. PyTorch datasets - Part 1
Generating data from NumPy array
Generating data using custom DataSet and DataLoaders
3. PyTorch datasets - Part 2
Train-test split
k-fold Cross-Validation
4. PyTorch Model Basics - nn.Module
nn.Module
Data Types
nn.Sequential
5. PyTorch Model Basics - Building Blocks of Models
nn.Linear
Nonlinear Activations
Loss functions
Optimizers
6. PyTorch Model Basics - Building Blocks of Models (CNN)
Convolution & Pooling
Padding
7. PyTorch Model Basics - Building Blocks of Models (RNN)
Vanilla RNN
Gated Recurrent Units
Long Short Term Memory
Deep Learning with PyTorch
1. Multi Layer Perceptrons - Part 1
Breast cancer prediction with MLP
2. Multi Layer Perceptrons - Part 2
CIFAR-10 image classification with MLP
3. Multi Layer Perceptrons - Part 3
CIFAR-10 image classification with deeper MLP
4. Convolutional Neural Networks - Part 1
CIFAR-10 image classification with CNN
5. Convolutional Neural Networks - Part 2
CIFAR-10 image classification with CNN
6. Convolutional Neural Networks - Part 3
IMDB review sentiment classification with CNN
7. Convolutional Neural Networks - Part 4
IMDB review sentiment classification with CNN
8. Recurrent Neural Networks - Part 1
-IMDB review sentiment classification with RNN
9. Recurrent Neural Networks - Part 2
IMDB review sentiment classification with RNN
10. CNN-RNN network
Fashion MNIST classification with CNN-RNN
Open Source Agenda is not affiliated with "PyTorch Learners Tutorial" Project. README Source:
buomsoo-kim/PyTorch-learners-tutorial
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Last Commit
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Repository
buomsoo-kim/PyTorch-learners-tutorial
Tags
Cnn
Convolutional Neural Networks
Deep Learning
Deep Neural Networks
Lstm
Lstm Neural Networks
Multilayer Perceptron Network
Pytorch
Pytorch Cnn
Pytorch Rnn
Pytorch Tutorial
Recurrent Neural Networks
Rnn
Torch
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