12 months · Beginner → Advanced

Athlete Track — AI for Competitors

12-month AI journey built for student athletes. From Rookie to MVP.

Week 1

AI Power User

5 lessons

1Welcome to AI→2System Prompts→3Advanced Prompting→4AI Research & Analysis→5PROJECT: Personal AI Playbook→

Week 2

Python Kickoff

5 lessons

1First Touch with Python→2Lists and Loops→3Functions and Dictionaries→4File I/O and Error Handling→5PROJECT: Personal Stat Tracker→

Week 3

API Playmaker

5 lessons

1What Are APIs?→2Football Data API→3Multiple Endpoints→4Error Handling & Caching→5PROJECT: API Mashup→

Week 4

The Analyst

5 lessons

1pandas Basics→2matplotlib Fundamentals→3Radar Charts & Seaborn→4API → pandas → Chart Pipeline→5PROJECT: Season Analytics Report→

Week 5

Machine Learning Tryouts

5 lessons

1What Is Machine Learning?→2Decision Trees→3Random Forests→4Regression & Overfitting→5PROJECT: Match Outcome Predictor→

Week 6

The Scout

5 lessons

1scikit-learn Deep Dive→2Feature Engineering→3Model Evaluation→4Hyperparameter Tuning→5PROJECT: Player Rating Model→

Week 7

Going Pro — AI APIs

5 lessons

1OpenAI API from Python→2Structured Output→3AI Pipelines→4Anthropic Claude API→5PROJECT: AI Scout Report Generator→

Week 8

App Builder

5 lessons

1Streamlit Basics→2Interactive Elements→3Layout & Styling→4Connecting AI to Apps→5PROJECT: Deploy AI Scout App→

Week 9

AI Agents & Automation

5 lessons

1What Are AI Agents?→2HTTP Requests & Schedules→3AI Inside Workflows→4Webhooks & Discord→5PROJECT: Daily Soccer Briefing Agent→

Week 10

Capstone & Demo Day

5 lessons

1Choose Your Capstone→2Build Day 1: Core→3Build Day 2: AI Integration→4Polish & Deploy→5DEMO DAY 🏆→