Execution-First Academy
AI Academy
AI Academy teaches AI through runs, inspection, and defended decisions. Pick the door that fits where you are today — the rest of the academy sits behind all three.
New to AI
High School & Absolute Beginners
Start with First Steps. It installs Python with you, explains what machine learning actually is, and gets a real model running before anything else is asked of you.
Preparing for IOAI
Competition Track
Open the Study Plan. It is the six-phase ladder with exit gates that trains the judgment IOAI actually tests — honest evaluation, disciplined iteration, stop decisions under time.
Already Comfortable
Advanced Students
Go straight to Tracks and Decision Clinics. When the six core phases feel mechanical, choose a specialized elective in the Study Plan or use Beyond The Academy for the off-ramp into papers, research, and serious practice.
What Makes This Academy Different¶
Most AI courses explain. This one forces a call. Every serious page asks you to run something, inspect an artifact, and defend a decision before the reveal.
- Topics teach one workflow move.
- Examples make that move visible in a 10–20 minute run.
- Tracks turn the move into a full connected workflow with artifacts.
- Decision Clinics force commitment before the answer is shown.
- Solved Questions make the reasoning repeatable later.
If you are curious about why the academy looks the way it does, read Academy Model.
What A Good Session Leaves Behind¶
Every serious session should leave behind:
- one explicit baseline
- one fixed split or evaluation rule
- one artifact worth inspecting
- one weak slice or failure mode
- one short note saying stop, continue, or change direction
If those pieces are missing, the student probably ran code without learning the workflow.
Use The Academy Well¶
- Do not read three pages in a row without running something.
- Do not chase a better score before the split, metric, and baseline are explicit.
- Do not open advanced tracks until the earlier workflow feels mechanical.
- Keep a short stop-or-continue note after any serious run.