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Machine Learning for Humans

Demystifying artificial intelligence & machine learning

AI Reading List

AI Reading List

For newcomers to the field of artificial intelligence, prioritizing among endless AI resources can be an overwhelming challenge. This list…
Go to the profile of Vishal Maini
Vishal Maini
Jun 19, 2019
A Beginner’s Guide to AI/ML 🤖👶

A Beginner’s Guide to AI/ML 🤖👶

The ultimate guide to machine learning. Simple, plain-English explanations accompanied by math, code, and real-world examples.
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
The Best Machine Learning Resources

The Best Machine Learning Resources

A compendium of resources for crafting a curriculum on artificial intelligence, machine learning, and deep learning.
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
Machine Learning for Humans, Part 5: Reinforcement Learning

Machine Learning for Humans, Part 5: Reinforcement Learning

Exploration and exploitation. Markov decision processes. Q-learning, policy learning, and deep reinforcement learning.
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
Machine Learning for Humans, Part 4: Neural Networks & Deep Learning

Machine Learning for Humans, Part 4: Neural Networks & Deep Learning

Where, why, where, and how deep neural networks work. Drawing inspiration from the brain. CNNs and RNNs. Real-world applications.
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
Machine Learning for Humans, Part 3: Unsupervised Learning

Machine Learning for Humans, Part 3: Unsupervised Learning

Clustering and dimensionality reduction: k-means clustering, hierarchical clustering, PCA, SVD.
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Vishal Maini
Aug 19, 2017
Machine Learning for Humans, Part 2.3: Supervised Learning III

Machine Learning for Humans, Part 2.3: Supervised Learning III

Non-parametric models: k-nearest neighbors, decision trees, and random forests. Introducing cross-validation and ensemble models.
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
Machine Learning for Humans, Part 2.2: Supervised Learning II

Machine Learning for Humans, Part 2.2: Supervised Learning II

Classification with logistic regression and support vector machines (SVMs).
Go to the profile of Vishal Maini
Vishal Maini
Aug 19, 2017
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