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AIChampionsHub Academy · Applied AI · Enterprise Upskilling
Build AI-Ready Teams
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Why AI Upskilling — Now
AI Is Not Just Disruption —
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Our Programmes
Four Levels. One Pyramid. Every Role in Your Organisation.Each level is precisely designed for a specific audience — from AI literacy for all employees to advanced Agentic AI engineering. Click a level to explore the full curriculum. Level 1 · All Working Professionals
AI Fundamentals
No-code, hands-on, fast-paced Applied AI. Master the full spectrum of AI capabilities — from statistical learning through to Generative AI — applied to real business problems.
No-code
Hands-on
~20 Hours
Online / Hybrid / Offline
Tailorable
Curriculum — 7 Modules
Module 1
AI Ignite & Induction
Learning systems, neural nets, AI defined, jargons demystified
FoundationsClarity
Module 2
Build Prediction Machines — Traditional
E2E lifecycle, statistical learning, classification, regression — 2 projects
2 Projects
Module 3
Deep Learning Architectures
Vision AI (CV), Language AI (NLP), Speech AI, Time Series — 2 projects
2 Projects
Module 4
Apply Generative Capabilities
Transformers, fine-tuning, prompting, multi-modal, platforms & APIs
2 Hands-on
Module 5
AI Applied to Business
AI in 3 Sectors deep-dive + 3 Functions deep-dive + Transformation framework
Business
Module 6
AI Deployed — Responsibly
MLOps, Application, Responsible AI, Scale, Governance
Governance
Module 7
End-to-End Mini Case & Recap
Capstone project integrating all modules
Capstone
What participants leave with
AI foundation — confidence to engage in AI conversations 6 hands-on projects demonstrating real capability Understanding of Generative AI and its business applications AI use case identification for their own role Responsible AI and governance awareness Clear path to next-level learning Level 2 · Mid-Management · Business & Domain Leaders
Applied AI for Business
Real-world use cases customised to your domain and function. Transform workforce and decision-makers into champions who use AI to solve the most pressing business challenges — no coding required.
No-code
Domain-specific
Tailored duration
Functional relevance
Immediate application
Domain & Function Specialisations Available
Industry Track
Automotive / SDV
AI in product development, compliance, ADAS, cybersecurity, manufacturing
OEM · Tier 1/2
Industry Track
Banking, FS & Insurance
AI in fraud detection, UBI, claims, risk, customer experience, compliance
BFSI
Industry Track
Healthcare & Life Sciences
Clinical AI, diagnostics, patient experience, operations, compliance
Healthcare
Industry Track
Manufacturing & Industrial
Predictive maintenance, quality control, supply chain, copilots for floor
Manufacturing
Function Track
AI for SDLC Engineering
Power coding, AI-assisted development, test automation, DevOps AI
IT Teams
Function Track
AI in Finance
Forecasting, anomaly detection, reporting automation, financial AI agents
Finance
Function Track
AI for HR & People
Talent acquisition AI, personalised learning paths, workforce analytics
HR
Function Track
AI for Marketing & Sales
Hyper-personalisation, content AI, SDR agents, pricing intelligence
Marketing
What participants leave with
Functional AI literacy — immediate workplace application 3–5 prioritised AI use cases for their function No-code AI application built during the programme AI opportunity scorecard for their team Implementation confidence to lead AI initiatives Team AI Use Policy template Level 2 / Technical · Mid-Management & Practitioners
AI Agents Mastery
Hands-on applications for working professionals. From AI capabilities and LLM ecosystems through to building autonomous multi-agent systems, fine-tuning, and deploying AI to production with governance.
Coding-based
~36–40 Hours
7 Modules
Hands-on builds
Curriculum — 7 Modules
Module 1 AI Capabilities & Business Impact AI architectures, LLM ecosystem, Generative AI applications, prompt engineering Module 2 GenAI for Enterprise Design & deploy RAG, PDF parsing, Product Q&A, Advanced production-level RAG Build RAG Module 3 AI Agents — Autonomous Systems Agents concept, applications, multi-agents, evaluating agents and advances Build Agents Module 4 Fine-Tuning, Feedback & Adaptation Fine-tuning, reasoning, feedback, RLHF hands-on, reinforcement learning Hands-on Module 5 AI Engineering — Production & Scale Inference, performance metrics, AI engineering optimisations, observability Production Module 6 Responsible AI & Governance Responsible AI, governance & challenges, future direction Governance Module 7 Student Groups Case Presentation End-to-end group case — present a working AI solution Capstone What participants leave with
Working RAG application built from scratch Multi-agent system — designed and deployed Fine-tuned model for a specific use case Production deployment playbook AI governance framework awareness Group case presentation with working demo Level 3 · AI Engineers & Builders · Production Mindset
Agentic AI Applications Bootcamp — Builders Edition
7-week design-first programme with a production mindset. For AI builders who want to master designing multi-agents that solve real-world problems by reasoning, planning, collaborating, and scaling. This bootcamp is for builders who ship — not just experiment.
Python
7 Weeks
Live Sessions
Demo Day
Online
What You Will Build from Scratch
Build 1
ReAct & Multi-Agent Systems
Human-in-the-loop workflows — Python, n8n, Google ADK, MCP, with production guardrails
BuildMCP · A2A
Build 2
Agentic RAG with Routers
Stateful retrieval, reflection loops, memory, multi-hop reasoning — far beyond naïve cosine similarity
Build
Build 3
LLM Hosting & Quantisation
Deploy GPTQ / GGUF models locally (Ollama) and in the cloud (RunPod) using FastAPI
Deploy
Build 4
Semantic Caching
Custom cache layers that reduce latency and costs by 40%+ — production-grade
40%+ cost reduction
What participants leave with
Production-ready multi-agent system shipped Agentic RAG with advanced retrieval patterns Local + cloud LLM deployment experience Semantic caching implementation Demo Day presentation to industry peers AIChampionsHub Builder certification Executive Programme · CEOs, COOs, MDs, VPs, Department Heads
The AI Catalyst — Executive Leadership Programme
A focused, hands-on one-day executive programme designed for industrial and enterprise leaders who need to move from AI awareness to AI action — without writing a single line of code. Turning executive curiosity into competitive advantage.
One full day
Zero code required
15–25 participants
In-person preferred
Grant-eligible
Programme Structure — 5 Modules
Module 1 · 60 min Demystifying AI How LLMs work, Generative vs Predictive vs Physical AI, why AI hallucinates, consumer vs enterprise AI Live demo Module 2 · 60 min AI in Your Industry Value being created, sector deep-dive across 10 industries, competitive gap, grants and incentives Breakout session Module 3 · 90 min Hands-On AI Lab Precision Prompt Framework, no-code workflow builder, document analyst, risk spotter — using your own work 4 Lab exercises Module 4 · 45 min Risk, Ethics & Context 6 AI risk categories, data compliance, workforce resistance, drafting your Team AI Use Policy Build AI Policy Module 5 · 45 min Your AI Action Plan AI Opportunity Scorecard, 3 priorities: Quick Win · Strategic Play · Moonshot, 90-day pilot structure Walk out with a plan 6 Tangible Deliverables — built during the session, owned by you
AI Opportunity Scorecard — scored and ranked 3 Prioritised Use Cases — Quick Win · Strategic · Moonshot Team AI Use Policy — approved tools, data rules Precision Prompt Guide — daily work reference AI Grant Reference — HRDC, MDEC, MADANI (where applicable) Monday Action Plan — named owner, single action, measurable goal |
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Our Approach & Delivery
The Diamond Approach — Excellence Through CreatingLearning by "creating" — not just by PowerPoint presentations. Every programme is built around hands-on building, real business problems, and flexible delivery to fit your organisation. Our Teaching Philosophy
Build from Scratch. Demystify. Apply to Business.
Learning by creating, not just by PowerPoint presentations — every session has a build output Code or no-code flexibility — tailored to whether your audience are builders or business users Learning paths tailored to your baseline — we assess before we start, not after Embrace the new, stay rooted in fundamentals — we don't chase hype at the expense of foundations Real-world business application first — every concept is anchored in a concrete use case Customisable to your requirements — industry, function, tech stack, and duration all adapt Corporate In-House
Custom cohort delivered at your site or online — tailored curriculum, your use cases, your data.
Open Cohort Bootcamps
Scheduled open programmes — join alongside peers from other organisations and industries.
Executive Masterclass
One-day executive programmes for leadership teams — in-person, with live AI demos using your own documents.
ST
S T Balaji — Founder, AIChampionsHub & UnifyIQ.ai
Consultant · Corporate Trainer · AI CoE Builder · Ex-Capgemini · Ex-KPMG · Ex-Tech Mahindra
A dual practitioner — consultant and trainer — with 12+ large-scale AI transformations and 400+ professionals trained across Capgemini, Great Lakes, LIBA, leading banks, and manufacturing firms. We are a network of SMEs passionate about teaching and consulting — bringing real delivery experience into every learning session. 45+ Enterprise clients 400+ Professionals trained 12+ Large transformations 5 Deep learning capabilities |
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