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Qubico
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

 

  1. Build a working mental model of AI — from the statistical and mathematical foundations to modern deep learning, without heavy formalism.
  2. Understand the major architectures: CNNs, RNNs, attention, transformers and large language models, including how they are trained and aligned.
  3. Diagnose where cost, latency and energy actually accumulate across the AI stack — input, model, compute, orchestration, infrastructure.
  4. Apply input-layer optimisation: prompt compression, structured prompting, context optimisation, caching and token-efficient architectures.
  5. Compress and deploy models using distillation, quantisation, LoRA and QLoRA, pruning, sparsity and mixture-of-experts.
  6. Design deployment architecture for real cost behaviour — autoscaling, event-driven inference, model routing, hybrid cloud-edge and FinOps-aware management.
  7. 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