WHO IT'S FOR
Developers and technical learners building, testing, and reviewing practical AI or automation systems.
FREE · COMPLETEFree / Technicaldeveloper
AI Infrastructure & Local LLMs
Evaluate hardware, benchmark local models, optimize memory safely, and deploy a protected inference service with measured limits.
24
lessons
8
modules
16 hours
incl. practice
~4 wks
typical pace
Every declared lesson is published · all 24
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.
TOOLSOllamaCUDALocal LLMs
Curriculum
8 modules · 24 lessons
All published ✓
Outcomes
Kya kar paoge
- Choose local, cloud, or hybrid inference from task quality, privacy, reliability, and full cost evidence
- Install a pinned open-weight model locally and document provenance, terms, hardware use, and limits
- Benchmark latency, throughput, quality, memory, and thermals across controlled model configurations
- Diagnose CUDA, context, concurrency, offload, multi-GPU, cache, and out-of-memory trade-offs safely
- Deploy a protected local inference API with identity, limits, observability, recovery, and handoff
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 pinned local inference service with a protected API, workload evaluation, load/recovery evidence, dated cost model, and second-operator runbook.
- 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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