AI education source

Udacity

Udacity School of AI

Project-heavy AI learning for people who want structured programs and portfolio work.

Start with: Choose a nanodegree by career outcome.

Videos

Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.

Practical deep learning for coders

Learn PyTorch full course

AI product leadership

Skills

Learner questions

Who should learn from Udacity?

Career-focused learners should start here when they need machine learning, deep learning, ai product, and computer vision. The strongest fit is a learner who wants material in these formats: nanodegrees, projects.

What should I do first?

Choose a nanodegree by career outcome. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.

What problem does this help with?

Project-heavy AI learning for people who want structured programs and portfolio work. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.

How do I compare this with other educators?

Compare the skill coverage, the starting recommendation, and the related videos. If you need machine learning, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.

Related resources

Resource	Kind	Level	Use when
Practical Deep Learning for Coders fast.ai	Free course	Intermediate	You can code and want a practical route into training models.
Google Machine Learning Crash Course Google for Developers	Free course	Beginner	You need practical ML vocabulary before deeper AI engineering.
Kaggle Intro to Machine Learning Kaggle	Micro-course	Beginner	You need small exercises for ML basics.
Learn PyTorch Daniel Bourke	Free book and videos	Beginner to intermediate	You want to learn deep learning by writing PyTorch code.
Lenny's Podcast: AI product episodes Lenny Rachitsky	Podcast videos	Beginner to advanced	You want AI product examples from PMs and founders.
Full Stack Deep Learning Lectures Full Stack Deep Learning	Course videos	Intermediate to advanced	You want the whole lifecycle of ML and AI product development.
fast.ai Jeremy Howard	Free course	Intermediate	Use this when you want Jeremy Howard's material for deep learning and related AI skills.
Full Stack Deep Learning Full Stack Deep Learning	Course	Intermediate to advanced	Use this when you want Full Stack Deep Learning's material for mlops and related AI skills.
Machine Learning Crash Course Google for Developers	Course	Beginner	Use this when you want Google for Developers's material for ml foundations and related AI skills.
Kaggle Learn Kaggle	Micro-courses	Beginner	Use this when you want Kaggle's material for python and related AI skills.