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Practical Deep Learning using Pytorch Notes

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

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