Long form

Courses & playlists

The deep end of the library: full courses and structured playlists. LearnPath embeds YouTube officially; we do not host, download or restyle it.

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117 of 117 resources

1h 20mLearnPath pick

playlistbeginner

Neural networks — Essence of neural networks

3Blue1Brown·1h 20m

Watch the whole playlist. Intuition first, frameworks second.

Score 99

Watch

2hAdvanced

youtube courseadvanced

Let's build GPT from scratch

Andrej Karpathy·2h

Type every line. This is the best public transformer lesson we know.

Score 98

Watch

3hBest for beginners

playlistbeginner

Essence of linear algebra

3Blue1Brown·3h

You do not need a full university linear algebra course to start ML — you need this intuition.

Score 98

Watch

Project-based

interactiveintermediate

PortSwigger Web Security Academy — XSS

PortSwigger·2h

Legal labs. Never test systems you do not own or have written permission to test.

Score 96

Open

14hBest for beginners

youtube coursebeginner

Python for Everybody — full course

freeCodeCamp / Dr. Chuck·14h

University-paced Python with exercises. Pause often and type every example. LearnPath editorial score reflects clarity, cost (free), and project density — not an objective ranking.

Score 94

Watch

Official docs

interactiveintermediate

Hugging Face NLP course

Hugging Face·8h

Free. Chapters 1–4 cover the stack you will actually use.

Score 94

Open

2hProject-based

youtube coursebeginner

CS50’s Introduction to Programming with Python (lecture 0)

Harvard CS50·2h

If you want problem sets with academic rigor, follow the full CS50P course on cs50.harvard.edu.

Score 93

Watch

1h 10mBest for beginners

youtube coursebeginner

Git and GitHub — crash course

freeCodeCamp / Colt Steele·1h 10m

Follow along in a real repo. Create the GitHub repo yourself.

Score 91

Watch

8hLearnPath pick

youtube coursebeginner

JavaScript — full course

freeCodeCamp·8h

Long but coherent. Pair with MDN and the JS playground.

Score 91

Watch

15h 58mLearnPath pick

youtube coursebeginner

Harvard CS50’s Introduction to Programming with Python – Full University Course

freeCodeCamp.org·15h 58m

Harvard's CS50P as a single 16-hour video: nine lectures plus problem sets, with real grading criteria and a formal introduction to testing and exceptions. The strongest structure of any free Python course we verified for learners who want accountability.

Score 91

Watch

14h 24mLearnPath pick

youtube courseintermediate

Python FastAPI Tutorial: Full Course for Beginners - Build a Full-Stack Web App

Corey Schafer·14h 24m

Corey Schafer's 2025 FastAPI series cut into one 14-hour course: routing, validation, databases, auth and deployment while building a real application. It is the rare case where the 2026 publish date and the teaching quality line up.

Score 91

Watch

4hBest for beginners

youtube coursebeginner

SQL — full course

freeCodeCamp / Mike Dane·4h

Pause and run every query in the LearnPath SQL playground.

Score 90

Watch

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