Enrollment openApplied AI
AI Learning Pathway
Credit & certification for your track
Andhra Pradesh students: APSCHE-approved — academic credit awarded by your university, plus a completion certificate.
Professionals & other learners: completion certificate issued by Qubico with Amaravati Quantum Valley.
About this programme
Eight weeks from AI fundamentals to Frugal AI — building systems that work under real constraints on cost, compute and energy.
What you will achieve
- Build a working mental model of AI — from the statistical and mathematical foundations to modern deep learning, without heavy formalism.
- Understand the major architectures: CNNs, RNNs, attention, transformers and large language models, including how they are trained and aligned.
- Diagnose where cost, latency and energy actually accumulate across the AI stack — input, model, compute, orchestration, infrastructure.
- Apply input-layer optimisation: prompt compression, structured prompting, context optimisation, caching and token-efficient architectures.
- Compress and deploy models using distillation, quantisation, LoRA and QLoRA, pruning, sparsity and mixture-of-experts.
- Design deployment architecture for real cost behaviour — autoscaling, event-driven inference, model routing, hybrid cloud-edge and FinOps-aware management.
- Connect frugal design to responsible AI: accessibility, environmental impact, auditability and equitable deployment.
Duration
45h
Pacing
Self Paced
Access Start Date
18 Aug 2026
Price
₹590
Credits
3
Code
Q213
This programme includes
- Full curriculum & topics access
- All assessments & quizzes
- Verifiable completion certificate
