How to use micrograd: Tracing the moment a neural net 'learns' with a 100-line autodiff engine

What is actually happening when a neural network learns?You type model.fit() and it works. But honestly, it's hard to know ...

4 Machine Learning Books for the PyTorch Era

Introduction A few years ago, I was in charge of demand forecasting models at my company. Even though the accuracy was decent ...
Geeky Gadgets

How to use PyTorch for Deep Learning applications – Beginners Guide

Deep learning is transforming the way we approach complex problems in various fields, from image recognition to natural language processing. Among the tools available to researchers and developers, ...
Visual Studio Magazine

Binary Classification Using New PyTorch Best Practices, Part 2: Training, Accuracy, Predictions

Dr. James McCaffrey of Microsoft Research explains how to train a network, compute its accuracy, use it to make predictions and save it for use by other programs. This is the second of two articles ...
Visual Studio Magazine

Regression Using PyTorch New Best Practices, Part 2: Training, Accuracy, Predictions

Dr. James McCaffrey of Microsoft Research updates regression techniques and best practices guidance based on experience over the past two years, reflecting rapid advancements in machine learning with ...