Programme Content
Maths, Qubits, Gates, and the First Quantum Programs
MODULE 1 12 HRS
Title: Mathematical Foundations for Quantum & AI
Details: Linear algebra, probability, complex numbers + AI/ML maths bridge.
MODULE 2 8 HRS
Title: Quantum Computing Foundations
Details: Qubits, superposition, entanglement, Dirac notation, measurement, no-cloning.
MODULE 3 10 HRS
Title: Quantum Gates & Circuit Design
Details: Single- and multi-qubit gates, universality, circuit composition.
MODULE 4 10 HRS
Title: Quantum Programming Lab Qiskit
Details: Structured lab with real execution on IBM Quantum free tier (127-qubit).
MINI-CAPSTONE 1
Project: Quantum Coin Flipper + Bell State Explorer - fair vs. biased coin
Core Quantum Algorithms, Search, Optimisation, Advantage
MODULE 5 12 HRS
Title: Core Quantum Algorithms I
Details: Deutsch-Jozsa, Simon's, QFT, Phase Estimation, Shor's.
DELIVER MODULE 6 8 HRS
Title: Quantum Search & Estimation
Details: Grover's, amplitude amplification - executed on a real dataset on IBM Quantum.
MODULE 7 8 HRS
Title: Quantum Random Walks, Graphs & Networks
Details: Discrete and continuous walks, graph algorithms, routing, graph-based AI.
DELIVER MODULE 8 10-12 HRS
Title: Quantum Optimisation & Variational Methods
Details: QAOA, VQE, Max-Cut - portfolio optimisation versus classical baseline.
MODULE 9 8 HRS
Title: Quantum Complexity & Quantum Advantage
Details: BQP, QMA, query complexity, what quantum can and cannot solve - the honest picture.
MINI-CAPSTONE 2
Project: Ansatz Zoo - design, compare and characterise 3-4 ansatz families
From NISQ Constraints to Quantum-Safe Migration
DELIVER MODULE 10 12 HRS
Title: Quantum Hardware, NISQ Systems & Cloud Stack
Details: Hardware classes, qubit implementations, superconducting versus trapped-ion versus photonic.
DELIVER MODULE 11 8 HRS
Title: Quantum Error Correction
Details: Bit/phase-flip errors, surface codes, ML for noise modelling.
DELIVER MODULE 12 10 HRS
Title: Quantum Cryptography & QKD Systems
Details: Quantum key exchange, BB84, applied QKD
DELIVER MODULE 13 8 HRS
Title: Post-Quantum Cryptography & Quantum-Safe Migration
Details: Lattice/code-based crypto, NIST PQC standards, crypto-agility, enterprise PQC migration audit.
MINI-CAPSTONE 3
Project: QAOA on a real combinatorial problem - noiseless vs. noisy vs. mitigated
Where Quantum and AI Converge
OWN MODULE 14 10 HRS
Title: AI Foundations for Quantum-AI Systems
Details: Classical ML refresher, deep learning intuition, transformers/LLMs at a high level.
OWN MODULE 15 14 HRS
Title: Quantum-AI Convergence
Details: Quantum kernels, QSVM, parametrised circuits + ML for circuit synthesis and error decoding.
MINI-CAPSTONE 4
Project: Quantum Kernel + Classical ML hybrid on a real dataset
Industry Applications + Portfolio-Grade Final Capstone
Details: Case studies across AI/ML, cybersecurity, finance, drug discovery, materials, and logistics - your own portfolio-grade final project, integrating the full quantum-AI stack.
Domains: AI/ML Cyber Finance Healthcare Logistics

