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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
W4995 Applied Machine Learning
This class offers a hands-on approach to machine learning and data science.
machine-learning applied-machine-learning columbia w4995
CMU LTI Low Resource NLP Bootcamp 2020
A low-resource natural language and speech processing bootcamp held by the Carnegie Mellon University Language Technologies Institute in May 2020.
natural-language-processing low-resource course video
Fairness
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
Self-Supervised Learning -- UC Berkeley Spring 2020
Lecture on self-supervised learning from CS294-158-SP20: Deep Unsupervised Learning.
self-supervised-learning video berkeley unsupervised-learning
CS229: Machine Learning
A broad introduction to machine learning and statistical pattern recognition.
course machine-learning stanford cs229
Computational Linear Algebra for Coders
Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course.
linear-algebra course top-down machine-learning
Dive into Deep Learning
An interactive deep learning book with code, math, and discussions, based on the NumPy interface.
deep-learning numpy mxnet course
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