Learn

Explore a library of educational materials (workshops, guides, books, videos, etc.) covering a wide range of ML-related topics, tools, and workflows. From foundational concepts to advanced techniques, these materials offer clear explanations, practical examples, and actionable insights to help you navigate the complexities of ML with confidence.

Grokking

Empirical patterns

The verb, “to grok”, was originally coined by Robert A. Heinlein in his 1961 science fiction novel “Stranger in a Strange Land,” where it meant to understand something so…

Intro to Python (Carpentries)

The Plotting and Programming in Python workshop provides an introduction to programming in Python 3 for people with little or no previous programming experience. It uses…

Intro to Machine Learning with Sklearn (Carpentries)

The Intro to Machine Learning with Sklearn workshop from the Carpentries will walk you through introductory machine learning concepts as well as how to implement common ML…

Intro to Deep Learning with Keras (Carpentries)

The Intro to Deep Learning with Keras workshop from the Carpentries will walk you through introductory deep learning concepts as well as how to build a neural networks in…

Intro to Deep Learning with PyTorch (Udacity)

The Intro to Deep Learning with PyTorch workshop from Udacity will walk you through introductory deep learning concepts as well as how to build a neural networks in PyTorch.…

Understanding Deep Learning

Nowadays, nearly anyone can implement a deep learning model in a just a few lines of code. What separates the novices from the experts, however, is the ability to understand…

Intro to Text Analysis / NLP (Carpentries)

The Intro to Text Analysis workshop introduces the field of Natural Language Processing (NLP) and how to gain insights from collections of text data (i.e., a corpus). This…

Overview of Reproducibility Lecture

Reproducibility

Dr. Sarah Stevens’ lecture highlights the critical importance of reproducibility in computational and data science projects. She also shares best practices to ensure…

Version Control with GitHub Desktop

Reproducibility

Navigating the world of version control systems like Git can initially feel daunting, especially for those new to programming or collaborative software development projects.…

Version Control with Git and GitHub (Carpentries)

Reproducibility

The below video (and the 7 subsequent videos in the workshop playlist) will walk you through this introductory Git workshop from the Carpentries: Version Control with…

Out-of-Distribution Detection

The below tutorial from Sharon Li, an Assistant Professor in the Department of Computer Sciences at the University of Wisconsin-Madison, introduces a pervasive problem faced…

How to Contribute?

We want Nexus to serve also as a place where members of the community can share their knowledge. This guide answers the question, how to contribute to Nexus?