Curated Video Lectures

Unlock hand-selected, high-quality YouTube lectures curated by university seniors and industry professionals.

Web Developer Data Scientist Software Engineer AI Engineer Cloud Engineer Cybersecurity Specialist
12 Hours

Python for Data Science Course

By freeCodeCamp

Learn Python basics, then jump into data manipulation libraries: NumPy, Pandas, and Matplotlib.

Locked Resource

Login to Unlock Playlist
20+ Hours

Statistics & Probability for Data Science

By Khan Academy

Comprehensive lessons covering descriptive statistics, distributions, testing, and regressions.

Locked Resource

Login to Unlock Playlist
15+ Hours

Machine Learning for Beginners

By StatQuest with Josh Starmer

Master machine learning concepts from linear regression to decision trees and neural nets visually.

Locked Resource

Login to Unlock Playlist
2 Hours

Deep Learning / Neural Networks Course

By 3Blue1Brown

Stunning visual explanations of neural networks, backpropagation, and calculus behind deep learning.

Locked Resource

Login to Unlock Playlist

AI Agent Offline

Our AI-powered roadmap generator and study advisor is currently undergoing scheduled maintenance.

System Status: 503 Service Unavailable
Alternative: Peer-vetted roadmaps are active
Action: Make decisions in Community section

To view what paths, libraries, and resources your peers are choosing, please visit the community decisions page.