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Practical Deep Learning using Pytorch Complete Notes
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Lectures
Introduction to PyTorch
1_Introduction to PyTorch
Tensors in PyTorch
2_Tensors in PyTorch
PyTorch Autograd
3_pytorch_autograd
PyTorch Training Pipeline
4_PyTorch Training Pipeline
PyTorch NN Module
5_PyTorch_nn_module
Dataset & DataLoader Class in PyTorch
6_Dataset & DataLoader Class in PyTorch
Building a ANN using PyTorch
7_Building a ANN using PyTorch
Neural Network Training on GPU
8_Neural Network Training on GPU
Optimizing the Neural Network
9_ Optimizing the Neural Network
Hyperparameter Tuning the ANN using Optuna
10_Hyperparameter Tuning the ANN using Optuna
Building a CNN using PyTorch
11_ Building a CNN using PyTorch
Transfer Learning using PyTorch
12_ Transfer Learning using PyTorch
RNN using PyTorch | Question Answering System using PyTorch
13_RNN using PyTorch_ Question Answering System using PyTorch
Next Word Predictor using Pytorch | LSTM using PyTorch
14_ Next Word Predictor using Pytorch LSTM using PyTorch