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Browse 16 learning paths

AI learning path

AI Learning Paths & Courses

Choose a practical starting point, build a weekly practice rhythm, and learn AI without collecting courses you never finish.

For Beginners and career switchers

8 resources

Generative AI for Everyone by DeepLearning.AI
CourseBeginner

Generative AI for Everyone

DeepLearning.AI · Andrew Ng

A non-technical orientation to what generative AI can do, where it fails, and how teams can use it responsibly.

Time
5 hours · 32 videos
Author
Andrew Ng
capabilitieslimitsstrategy
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Generative AI for Beginners by Microsoft
CourseBeginner

Generative AI for Beginners

Microsoft

A structured, code-forward curriculum covering generative AI concepts and application building.

Time
21 lessons
application buildingresponsible AIpractice
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Machine Learning Crash Course by Google for Developers
CourseBeginner

Machine Learning Crash Course

Google for Developers

Interactive modules on models, data, embeddings, neural networks, and production considerations.

Time
Self-paced modules
modelsdataevaluation
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What Is ChatGPT Doing … and Why Does It Work? by Stephen Wolfram Writings
Classic readingIntermediate

What Is ChatGPT Doing … and Why Does It Work?

Stephen Wolfram Writings · Stephen Wolfram

A visual, long-form attempt to explain token prediction, neural networks, training, and why fluent output is not the same as grounded correctness.

Time
Long-form reading
Author
Stephen Wolfram
Published
Published 2023-02-14
tokensneural networkstraining
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Generative AI Explained by NVIDIA Deep Learning Institute
Video seriesBeginner

Generative AI Explained

NVIDIA Deep Learning Institute

A visual introduction to generative AI concepts and practical starting points from NVIDIA's learning platform.

Time
Self-paced overview
generative AIfoundationsapplications
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Problem Framing by Google for Developers
Hands-on labBeginner

Problem Framing

Google for Developers

A practical guide to deciding whether a real problem is suitable for machine learning before choosing a model or collecting data.

Time
Self-paced modules
problem framingproductdata
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Neural Networks: Zero to Hero by Andrej Karpathy
Video seriesIntermediate

Neural Networks: Zero to Hero

Andrej Karpathy · Andrej Karpathy

A creator-led programming series that builds neural-network concepts from small code examples upward.

Time
Video lecture series
Author
Andrej Karpathy
neural networksPythonLLMs
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Elements of AI by University of Helsinki & MinnaLearn
CourseBeginner

Elements of AI

University of Helsinki & MinnaLearn

A non-technical course that builds intuition for defining AI, search, probability, machine learning, neural networks, and societal impact through short readings and exercises.

Time
6 chapters · self-paced
AI foundationsprobabilitymachine learning
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