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Pytorch Training and Validation Loop Explained [mini tutorial]

I always had doubts regarding few pieces of code used in the training loop, but it actually make more sence when you think of forward and backward pass.

Posted on March 20, 2022

Pytorch Training Loop Explained [Read More]

Tags: pytorch mini deep learning

GPU Utilization Tips for Pytorch Pipeline

8 tips to make your code utilize GPU, that it never done before.

Posted on March 20, 2022

GPU Utilization Tips for Pytorch Pipeline I was having this problem, but at the end I was kinda able to figure out the solution, thats why im sharing this here, as a note to myself. [Read More]

Tags: pytorch gpu

Make Your Terminal Look Awesome [Few Resources]

Make your terminal look awesome,install windows terminal, WSL,Oh-my-posh,zsh,terminal icon

Posted on February 9, 2022

This is the repo(https://github.com/soumya997/windows-terminal-setup) where i have put my terminal setup files, and mentioned how i did that. I have 6 shells in my windows terminal Powershell, PowerShell 7, cmd, wsl ubuntu, bash Azure cloud shell [Read More]

Tags: terminal

DataLoder in pytorch Three ways that I know

After digging a little bit more I got to know that,there are three ways of loading data in a pytorch model...

Posted on February 9, 2022

When I started learning PyTorch, it was very difficult for me to understand how to load data as batches in a model as different tutorials were using different techniques to load data. After digging a little bit more I got to know that, there are three ways of loading data in a PyTorch model, datasets.ImageFolder,creating a custom class for loading data, and downloading directly from torchvision datasets and using DataLoader. And this is because file structure and the arrangement of data are different in different casses. By that I mean, say you have the cat vs dog classification dataset, in... [Read More]

Tags: Deep Learning pytorch dataset

Math Tricks

Posted on February 9, 2022

Easily Finding the Answer to any Number Multiplied by 11 Most children do end up memorizing the multiplication tables up to 10. But this can be taken one step further by knowing how to multiply with 11 as well quickly. [Read More]