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 phases feel mechanical, 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.