Learn Pytorch: Training your first deep learning models step by step
This blogpost is about starting learning pytorch with a hands on tutorial on image classification.
Category: PyTorch
PyTorch, backed by Facebook’s AI Research lab (FAIR), is beloved for its dynamic computation graph, making it a popular choice for researchers and developers for building deep learning models.
BYOL tutorial: self-supervised learning on CIFAR images with code in Pytorch
Implement and understand byol, a self-supervised computer vision method without negative samples. Learn how BYOL learns robust representations for ima…
How distributed training works in Pytorch: distributed data-parallel and mixed-precision training
Learn how distributed training works in pytorch: data parallel, distributed data parallel and automatic mixed precision. Train your deep learning mode…
Self-supervised learning tutorial: Implementing SimCLR with pytorch lightning
Learn how to implement the infamous contrastive self-supervised learning method called SimCLR. Step by step implementation in PyTorch and PyTorch-ligh…
How Graph Neural Networks (GNN) work: introduction to graph convolutions from scratch
Start with Graph Neural Networks from zero and implement a graph convolutional layer in Pytorch
JAX vs Tensorflow vs Pytorch: Building a Variational Autoencoder (VAE)
A side-by-side comparison of JAX, Tensorflow and Pytorch while developing and training a Variational Autoencoder from scratch
How Positional Embeddings work in Self-Attention (code in Pytorch)
Understand how positional embeddings emerged and how we use the inside self-attention to model highly structured data such as images
Recurrent Neural Networks: building GRU cells VS LSTM cells in Pytorch
What are the advantages of RNN’s over transformers? When to use GRU’s over LSTM? What are the equations of GRU really mean? How to build a GRU cel…
NLP Datasets: How good is your deep learning model?
With the rapid advance in NLP models we have outpaced out ability to measure just how good they are at human level language tasks. We need better NLP …
Talking ML and Cloud Transformation at AI-First Companies with @searchguy, aka Antonio Gulli
This Humans of Machine Learning interview has us sitting down with Searchguy, aka Antonio Gulli, who’s been a pioneer in the world of data science f…
