KaggleSage
FreeSelf-pacedBeginnerMedium English
Kaggle Learn
Short free interactive notebook courses in Python, machine learning and data. Great for fast practice.
Sage
Deep theory: how neural networks actually work
Who is this track for? For students, engineers and researchers who want first principles
KaggleSageGoogleSage
FreeSelf-pacedBeginnerMedium English
Machine Learning Crash Course
Google's free, fast-paced machine-learning course with interactive exercises. A quick gateway to the core ideas.
Microsoft on GitHubSage
Free24 lessonsBeginnerTechnical English
AI for Beginners
A 12-week, 24-lesson MIT-licensed curriculum covering symbolic AI, neural networks and language processing.
Microsoft on GitHubSageFree26 lessonsBeginnerTechnical English
Machine Learning for Beginners
Twenty-six lessons and 52 quizzes of classic machine learning over 12 weeks, MIT licensed.
fast.aiSage
FreeSelf-pacedIntermediateTechnical English
Practical Deep Learning for Coders
A free top-down course: build first, then dig into theory. One of the best routes to a practitioner level in deep learning.
freeCodeCampSage
Free300 hIntermediateTechnical English
Machine Learning with Python
A large free curriculum (about 300 hours per the platform) on machine learning with Python, with certification projects.
MITSageFreeSelf-pacedIntermediateTechnical English
MIT 6.S191: Introduction to Deep Learning
MIT's open lectures and labs on deep learning, refreshed every year. For those with some programming background.
HarvardSageFree, no certificateSelf-pacedIntermediateTechnical English
CS50's Introduction to AI with Python
Harvard's open course on AI concepts in Python: search, knowledge, learning. Free to watch; the verified certificate is paid.
Andrej KarpathySageFree12 h, 8 lessonsAdvancedTechnical English
Neural Networks: Zero to Hero
Eight videos (about 12 hours) building neural nets and a GPT-style model from scratch. For real understanding.
MIT OpenCourseWareSageFreeSelf-pacedAdvancedTechnical English
MIT 6.036: Introduction to Machine Learning
MIT's undergraduate machine-learning course with open materials. Best if you are comfortable with maths.
Stanford on YouTubeSage
FreeSelf-pacedAdvancedTechnical English
Stanford CS229: Machine Learning
Stanford's well-known machine-learning lecture series. Deep, and it expects linear algebra and probability.
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