WHO IT'S FOR
Developers and technical learners building, testing, and reviewing practical AI or automation systems.
Build an auditable market-data, backtest, and synthetic paper-execution system without connecting funds or submitting orders.
37
lessons
9
modules
40 hours
incl. practice
~10 wks
typical pace
Every declared lesson is published · all 37
Published lessons have public URLs. Start without an account; sign in later if you want progress synced across devices.
Before you start
WHO IT'S FOR
Developers and technical learners building, testing, and reviewing practical AI or automation systems.
PREREQUISITES
Comfort reading basic code and using a terminal. Check the listed tools; no specific paid subscription is assumed.
STUDY PLAN
About 10 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.
Curriculum
All published ✓
Outcomes
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
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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