CTOs, CIOs, heads of data, AI leads, architects and lead data scientists.
Advanced GenAI Systems: RAG, Fine-Tuning and Internal Copilots
- 2 days
- HRDC claimable
- Advanced
In short
What is the Advanced GenAI Systems: RAG, Fine-Tuning and Internal Copilots program?
A two-day technical program on building proprietary GenAI systems. Cover enterprise RAG, when to fine-tune, and engineering internal copilots, with PDPA compliance.
Your team leaves able to build proprietary GenAI systems: high-fidelity RAG, sound fine-tuning decisions, and internal copilots that integrate with your APIs, under PDPA.
Even purpose-built AI tools using retrieval still produced incorrect information more than 17% of the time in Stanford testing (Stanford HAI, 2024). Building reliable RAG and copilots is precisely the engineering this program teaches. Source: Stanford HAI / RegLab, 2024
For teams building their own GenAI, reliability is the bar. We engineer these systems inside regulated Malaysian enterprises, including banking and government, where a wrong answer is not an option. See a case study.
What your team will be able to do
- Design high-fidelity RAG systems with vector databases and semantic search.
- Choose between fine-tuning and RAG for a given need.
- Engineer context-aware copilots that integrate with corporate APIs.
- Optimize LLM performance with quantization and distillation.
- Build data sovereignty and compliance for Malaysian enterprises.
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Who runs it
This program is run by industry practitioners who have shipped AI inside regulated enterprises across banking, government, manufacturing, and telco. It is led by Peter Kua, our AI and data science lead, a core contributor to Malaysia’s National Big Data Analytics Framework under MDEC and co-author of Malaysia’s AI Adoption Blueprints in 2019 and 2020. You are learning from people who have built this in production, not read about it. Peter’s commentary on AI adoption and workforce capability has appeared in The Star, theSun, Singapore Business Review, e27, and DagangNews, and on RTM Berita’s Tech Today.
For teams building their own GenAI, not just using someone else’s. Enterprise RAG, fine-tuning and copilots on your stack.
Common questions
Is this program HRDC claimable?
Yes. It is claimable through HRD Corp under SBL and SBL-Khas. GrowthPro Asia is an HRDC-registered provider, and we handle the claim paperwork so it stays audit-ready. For most registered employers the levy covers most or all of the cost.
Is this hands-on or theory?
Hands-on. These are build-along programs: your team works in real tools on real datasets and leaves with working code and a project it can reuse, not a slide deck. We introduce concepts only to support what you build.
What do we need to know before we start?
It depends on the level. Beginner programs start from fundamentals and assume no prior coding. Intermediate and advanced ones assume working Python or data experience. Each program states its level, and we help you place your team correctly.
Is it delivered in-house or as a scheduled cohort?
Both. Most teams run it in-house over two days on their own stack and data, which is where the skills stick. A scheduled cohort is available when you want a smaller group to learn alongside peers from other organisations.
How is the cost set?
We do not publish a fixed price. Cost depends on in-house versus scheduled delivery, group size, and how far we customise to your stack and data. It is HRD Corp claimable, so for most registered employers the levy covers most or all of it. Tell us your group size and format for an indicative quote.
RAG or fine-tuning, which should we use?
Usually RAG first. We teach how to decide: RAG grounds answers in your current data and is cheaper to maintain; fine-tuning suits fixed style or format needs. Most enterprise problems are solved by high-fidelity retrieval and context engineering, not model surgery.
Who is Advanced GenAI Systems for?
Engineers building proprietary GenAI, not just using it: AI leads, architects, heads of data, and lead data scientists. It assumes working ML and Python, and covers enterprise RAG with vector databases, fine-tuning, copilots, and optimisation with quantisation and distillation.
What it costs
We do not publish a fixed price, because the program is built around your team and stack. Three things set the cost: whether you run it in-house on your own tools and data or join a scheduled cohort, the size of the group, and how far we customise to your environment. It is HRD Corp claimable under SBL and SBL-Khas, so for most registered employers the levy covers most or all of it. Tell us your group size and format, and we will send an indicative quote and exactly what is included.
Book the Free AI Strategic BriefingRelated
- AI Capstone, the pilot a roadmap leads into.
- HRDC-claimable AI training, how the claim works.
- AI consulting, strategy, governance and pilots.
- Agentic AI for Workflow Autonomy, a related program in AI Engineering & Systems Intelligence.
- AI Engineering and MLOps, a related program in AI Engineering & Systems Intelligence.
Turn AI strategy into a working pilot, and prove the ROI.
Start with the free 3-hour AI Strategic Briefing. See agentic AI run real workflows, and leave with an automation roadmap, a prompt library, and a pilot playbook.