William FalconinTowards Data SciencePyTorch Lightning vs DeepSpeed vs FSDP vs FFCV vs …Learn how to mix the latest techniques for training models at scale using PyTorch Lightning.5 min read·Mar 17, 2022----
William FalconinTowards Data ScienceGPUs Are Fast! Datasets Are Your Bottleneck3 min read·May 19, 2021----
William FalconinTowards Data ScienceTrivially Scale PyTorch on AWSRun PyTorch workloads on AWS with zero code changes4 min read·May 7, 2021----
William FalconinTowards Data ScienceSetting A Strong Deep Learning Baseline In Minutes With PyTorchIterate your way from baseline to custom models to ship products faster or to publish your research faster.3 min read·Feb 13, 2021----
William FalconinTowards Data ScienceSharded: A New Technique To Double The Size Of PyTorch ModelsSharded is a new technique that helps you save over 60% memory and train models twice as large5 min read·Dec 12, 2020--2--2
William FalconinTowards Data ScienceVariational Autoencoder Demystified With PyTorch Implementation.This tutorial implements a variational autoencoder for non-black and white images using PyTorch.9 min read·Dec 5, 2020--12--12
William FalconinTowards Data ScienceOpensource: The magic power of AI research.Opensource is the key to advancing AI. Peek into this from the insider’s perspective4 min read·Nov 21, 2020--1--1
William FalconinTowards Data SciencePeering Inside The Blackbox — How To Trick A Neural NetworkIn this tutorial, I’ll show you how to use gradient ascent to change the input as to classify it as whatever you would like.6 min read·Sep 13, 2020--1--1
William FalconinTowards Data ScienceA Framework For Contrastive Self-Supervised Learning And Designing A New ApproachWe formulate a framework for characterizing contrastive self-supervised learning approaches and look at AMDIM, CPC, BYOL, SimCLR, and Swav.13 min read·Sep 2, 2020--6--6
William FalconinPyTorchPyTorch Multi-GPU Metrics and more in PyTorch Lightning 0.8.1Today we released 0.8.1 which is a major milestone for PyTorch Lightning. This release includes a metrics package, and more!3 min read·Jun 20, 2020--2--2