Curated Resources

ML Video Tutorials

Hand-picked lectures, crash courses, and tutorial series from the world's best machine learning educators and academic institutions.

15 hrs total

Machine Learning Crash Course

Google Developers

A fast-paced, practical introduction to machine learning featuring a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.

Crash CourseTensorFlowBeginner
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12 videos

Neural Networks: Zero to Hero

Andrej Karpathy

A course by Andrej Karpathy on building neural networks, from scratch, in code. We start with the basics of backpropagation and build up to modern deep neural networks.

PyTorchDeep LearningAdvanced
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Semester Course

MIT 6.S191: Introduction to Deep Learning

Alexander Amini

MIT's official introductory course on deep learning methods with applications to computer vision, natural language processing, biology, and more.

University CourseTheoryApplications
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8 Lessons

Practical Deep Learning for Coders

Jeremy Howard

Fast.ai's renowned course designed to get you building state-of-the-art models without requiring graduate-level math upfront. Top-down approach.

fastaiPyTorchTop-Down
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Channel

StatQuest with Josh Starmer

StatQuest

Machine Learning, Statistics, and Data Science concepts explained clearly, with simple animations and a focus on intuition over confusing jargon.

IntuitionStatisticsBAM!
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Semester Course

CS231n: CNNs for Visual Recognition

Stanford University

Stanford's famous course on Computer Vision. Excellent lectures covering CNNs, image classification, object detection, and generative models.

Computer VisionStanfordCNNs
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