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Workshops

UW-Madison has its own local Carpentries community which is actively engaged in developing and teaching new ML/AI workshops. To be notified of upcoming workshops offered by the Carpentries and other organizations at UW-Madison, make sure to subscribe to the Data Science @ UW Newsletter.

Trustworthy AI - Explainability, Bias, Fairness, and Safety

Bias mitigation

Computer vision

Carpentries Incubator

The Trustworthy AI: Explainability, Bias, Fairness, and Safety workshop equips participants with practical skills to evaluate and improve the trustworthiness of machine…

Intro to AWS SageMaker for Predictive ML/AI

This introductory AWS SageMaker workshop teaches core workflows for running predictive ML/AI models in AWS SageMaker, an AWS-managed machine learning environment.…

Intro to Python

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 Incubator

The Intro to Machine Learning with Sklearn workshop will walk you through introductory machine learning concepts as well as how to implement common ML methods (e.g.…

Intro to Deep Learning with Keras

Carpentries Incubator

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

Intro to Deep Learning with PyTorch

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.…

Intro to Text Analysis / NLP

Carpentries Incubator

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…

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…