For Learners with intent
Stop drowning in tutorials.
Master machine learning.
Machine learning isn’t a playlist. It’s a progression. We show you what matters next based on what you already understand.
See how it worksThe Learning Problem
The issue isn’t the learner. It's navigating without guidance and tracking, leading to overwhelm.
Tutorial Hell
Endless tabs, courses, and playlists.
You keep learning, but nothing feels connected or complete.
Invisible Prerequisites
You jump into advanced topics with gaps in the basics, and without tracking, those gaps stay hidden.
False Progress
You complete lessons, but without practice, recall, and tracking, it’s hard to know what truly stuck.
It's not you. It's the system. Here's a better one.
We've mapped the entire landscape into a connected web of concepts.
We visualize these connections so you can see exactly where you are, what you need to learn, and what becomes possible once you do.
See the full picture
Every concept, every connection, visualized. Zoom out for the big picture, zoom in for details.
Never Skip Foundations
Know exactly what you need before you dive in. No more overwhelm.
Progress Tracking
Know what you really know. Tracking that respects your understanding.
Spaced Repetition Quizzes
Retain what you learn with intelligently-timed reviews that lock in your knowledge.
Where do I start?
Built for serious learners
Whether you're just starting or filling knowledge gaps, we meet you where you are.
The Curious Newcomer
You want to understand AI, not just use it. We start with the first principles you actually need.
A structured path from zero to competent
The Pragmatic Engineer
You can code, but ML concepts feel scattered. We close your theory gaps so you can build with confidence.
Clear prerequisites, no more guessing
The Intentional Achiever
You need real mastery for your next role, not shortcuts. We give you the depth to ace the interview and the job.
Comprehensive coverage, honest self-assessment
The Second-Chance Learner
You started before but got stuck in the weeds. This time, a clear map ensures you finish what you start.
Momentum-focused tracking, visual progress
The dots will connect.
Start with where you are. We'll map the rest.
Get Started Free