Lesson 3 - Training Deep Neural Networks on a GPU

Deep Learning with PyTorch: Zero to GANs

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Lesson 1 - PyTorch Basics and Gradient Descent Assignment 1 - All About torch.Tensor Lesson 2 - Working with Images and Logistic Regression Assignment 2 - Train Your First Model

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Assignment 3 - Feed Forward Neural Networks Lesson 4 - Image Classification with Convolutional Neural Networks Lesson 5 - Data Augmentation, Regularization & ResNets Lesson 6: Generative Adversarial Networks and Transfer Learning Project - Train a Deep Learning Model from Scratch

Hindi Version: https://youtu.be/9MqR_BsogDw

In this lesson, we learn how to build and train a deep neural network with hidden layers and non-linear activations using cloud-based GPUs. Notebooks used in this lesson:

Training deep neural networks on a GPU: https://jovian.ai/aakashns/04-feedforward-nn
Starter notebook for training a model: https://jovian.ai/aakashns/fashion-feedforward-minimal
Data visualization cheatsheet: https://jovian.ai/aakashns/dataviz-cheatsheet

Ask questions and get help on the community discussion forum.

Notebooks

Your Notebooks

aakashns/04-feedforward-nn

Code it Yourself

aakashns/fashion-feedforward-minimal

Code it Yourself

aakashns/dataviz-cheatsheet

Code it Yourself