01 · Mentor
A mentor that remembers
Talk through a goal, a decision, or something you are stuck on. Your mentor keeps the thread for next time—and tells you when it remembers something.
Build real-world AI/ML products. With a Mentor That evolves with you
01End-to-end learning paths
Always onMentor memory
End-to-end courses, guided by a mentor who remembers you.How it works
memoryWhat your mentor remembers
You came from backend, skipping the Python intro.2d ago
Building your first agent. Tool calling finally clicked.this week
Fine-tuning a small model for your docs bot.goal
Ship your AI product MVP by October. On track.week 3
Missed the eval question on hallucinations.twice now
You picked PyTorch, switched the model lab.preference
How it works
Your mentor builds the roadmap. You ship the work.
Day one, your mentor drafts the path. It reshapes as you progress and your goals change.
- Plan
Tell your mentor your goal. An agent, a RAG system, or your own product
- Build
Courses and real projects, all the way to deployment
- Practice
What you miss comes back until it sticks
Learn from Mentors who haveactually done the job!
Courses
Courses that end inrunning software.
Start free with Python, SQL, and visual machine learning, then turn those foundations into running software.
Free
PY
Python for AI/ML Production
Production Python for AI work. 235 hands-on lessons you run in your browser.
FreeSQL
SQL for AI/ML Production
The SQL you'll run on the job, on a real AI startup's warehouse.
FreeML
Basic Machine Learning
Build ML intuition through interactive visual lessons, then verify each idea in Python.
Coming soonMore AI agent and production ML courses are on the way
View all courses Your mentor evolves around you.
Six parts work together.
02 · Roadmap
A roadmap you can move
Turn your goal into milestones and concrete tasks. Move work from To Do to In Progress to Done, with progress you can see.
03 · Courses
Courses that end in software
Hands-on Python, SQL, and ML lessons take you from the first concept to a deployed build.
04 · Practice
Practice like flashcards
Short questions on every AI and ML concept. The ones you get wrong come back until you know them.
05 · Feed
A feed that cuts the noise
AI news moves fast. Your feed picks what matters for what you are learning, so you don't get overwhelmed by social media.
06 · Community
Learn with people doing the work
Share wins, questions, and things worth passing on with people learning the same stack as you.
FAQ
Frequently asked questions
(001)Guided builds · AI/ML
Mentor online · remembers you