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A look at different types of human biases that can manifest in training data and how to identify and evaluate their effects.
fairness bias course notebook
Putting ML in Production
A guide and case study on MLOps for software engineers, data scientists and product managers.
production mlops course tutorial
CS 860 - Algorithms for Private Data Analysis - Fall 2020
This course is on algorithms for differentially private analysis of data.
differential-privacy privacy course video
NLP Course | For You
This is an extension to the (ML for) Natural Language Processing course I teach at the Yandex School of Data Analysis (YSDA) since fall 2018.
natural-language-processing course article
Practical Data Ethics
Course covering disinformation, bias, ethical foundations, privacy & surveillance, silicon valley ecosystem, and algorithmic colonialism.
bias fairness surveillance ethics
Python Decorators 101
In this course on Python decorators, you’ll learn what they are and how to create and use them.
python decorators course tutorial
Full Stack Deep Learning
Full Stack Deep Learning helps you bridge the gap from training machine learning models to deploying AI systems in the real world.
production full-stack deep-learning course
Deep Learning for Computer Vision
Special topics class on deep learning for computer vision from the University of Michigan taught by Justin Johnson.
computer-vision deep-learning course video
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