WHO IT'S FOR
Developers and technical learners building, testing, and reviewing practical AI or automation systems.
FREE · COMPLETEFree / Researchdeveloper
AI Prediction Markets
Study public event-market data, verify source timelines, test forecast calibration, and build paper-only AI research workflows.
15
lessons
5
modules
14 hours
incl. practice
~4 wks
typical pace
Every declared lesson is published · all 15
Published lessons have public URLs. Start without an account; sign in later if you want progress synced across devices.
Before you start
Ye course tumse kya expect karta hai
PREREQUISITES
Comfort reading basic code and using a terminal. Check the listed tools; no specific paid subscription is assumed.
STUDY PLAN
About 4 weeks at three short sessions per week: learn, apply, then review. Practice and capstone time are included.
PAKISTAN CONTEXT
Projects favour low-cost tooling, careful data handling, and workflows resilient to local power and connectivity constraints.
TOOLSPolymarketPythonLLMs
Curriculum
5 modules · 15 lessons
All published ✓
Outcomes
Kya kar paoge
- Interpret event-market prices, order books, and resolution rules as timestamped fallible signals
- Build a versioned research desk that traces claims to independent primary evidence
- Constrain an LLM to source packets and verify every extracted fact, date, and contradiction
- Aggregate approved signals with offline Python, source-lineage controls, and calibration scoring
- Deliver a paper-only forecast workflow with abstention, error budgets, and no execution capability
Assessment: Complete the lesson exercises and capstone, then review the work for accuracy, safety, and fit. Completion is not an income or job guarantee.
Capstone
A read-only event research system with a preselected watchlist, source lineage, offline aggregation tests, frozen paper forecasts, calibration review, and technical proof that orders are impossible.
- Names the user, problem, scope, and acceptance test
- Identifies sources, permissions, and unknowns
- Includes the actual deliverable, not only screenshots
- Tests one normal and one failure case
- Records risks, limits, cost, and human review
- Explains what changed, what worked, and what comes next
CERTIFICATE
Complete every published lesson and capstone, then request manual review. Issued certificates receive a unique ID for /verify. This is not accreditation and does not promise a job or income.
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