Execution-First Academy

AI Academy

AI Academy teaches AI by forcing runs, inspection, and defended decisions. Use the beginner route if you are learning AI for the first time. Use the IOAI route if you already code and want stronger workflow judgment under competition pressure.

Local Setup Beginner Path IOAI Path Browse Tracks

Route A

Absolute Beginner

Start here if arrays, tables, plots, train/validation/test splits, or terminal workflow still feel shaky.

Route B

IOAI / Competition

Start here if you already code and want stronger validation discipline, mock-task judgment, and decision quality under pressure.

Fast Loop

Topic -> Example -> Track

Learn one move, run one small script, and only then step into the full workflow. The academy works when each page changes what you do next.

Judgment Layer

Clinics And Questions

Use clinics when you want one defended decision. Use question packs when the workflow already makes sense and you want repetition.

Choose Your First Move

If you are new to AI:

1. Getting Started
2. Beginner Path
3. Topics
4. Examples
5. Tracks

If you already code and want IOAI-style discipline:

1. IOAI Path
2. Study Plan
3. Decision Clinics
4. Tracks
5. Solved Questions

The Teaching Loop

AI Academy is strongest when you use the layers in order:

1. a topic page gives one move and one failure mode
2. an example makes that move visible in code
3. a decision clinic forces commitment before reveal
4. a track turns the move into a full workflow
5. a question pack makes the reasoning repeatable later

If you skip straight to the later layers, the academy starts to feel much harder than it needs to.

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.

Best First Pages

If you want the clearest first steps, start with:

• Table Inspection
• Honest Splits and Baselines
• Decision Clinics
• Track Guide

Working rule: the academy should explain just enough to make the next run readable, then move quickly into evidence, inspection, and judgment.