Course Details
Course Details
What You'll Learn
Topic 1: Introduction to Large Language Model (LLM) AI Orchestration
- Overview of LLM AI orchestration
- Running local LLM
- Building an LLM app
- Debugging LLM app
Topic 2: Retrieval-Augmented Generation (RAG)
- Overview of Retrieval-augmented generation (RAG)
- Text Embedding
- Vector database
- Similarity Search
- Building an RAG
Topic 3: Implementing a Multi-Agent AI Workflow
- Introduction to the ReAct agent framework
- Implementing a ReAct agent
- Equipping agent with tools and skills
- Overview of multi-agent AI frameworks - LangGraph, CrewAI, AutoGen etc
- Setting up and running your first multi agent workflow
Course Info
Promotion Code
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 18-65 years old
Minimum Software/Hardware Requirement
Software:
TBD
Hardware: Window or Mac Laptops
Job Roles
Job Roles
- AI Orchestration Specialist
- Large Language Model Engineer
- AI Application Developer
- RAG Engineer
- Vector Database Specialist
- Data Engineer
- Multi-Agent System Developer
- ReAct Agent Implementer
- Machine Learning Engineer
- AI Workflow Designer
- AI Project Manager
- AI Systems Integrator
- Automation Consultant
- Data Scientist
- Knowledge Engineer
- AI Research Scientist
- Digital Transformation Leader
- AI Solutions Architect
- AI Operations Specialist
- Product Innovation Manager
Trainers
Trainers
is an accomplished IT and data specialist with over 20 years of experience in academia, ICT leadership, and professional training, with a strong focus on data analytics and Excel-based solutions. He has developed and delivered specialized training programs on Statistical Data Analysis with Excel and Visual Basic for Applications (VBA) for Excel, equipping learners with advanced data manipulation, automation, and reporting skills. His expertise extends to automating institutional reporting systems, where he successfully streamlined academic records management through Excel-based tools, integrating macros and automation to improve efficiency and accuracy. As a trainer and consultant, Dr. Siraj has taught Excel to diverse audiences, including university staff, administrative teams, and professionals in banking, security, and education, ensuring they can apply Excel for decision-making, statistical modeling, and process automation. His practical mastery of Excel is complemented by his deep knowledge of office automation and ICT project management, making him a highly sought-after trainer in data analysis and productivity tools. With his blend of hands-on technical expertise and instructional experience, Dr. Siraj stands out as a credible authority in leveraging Excel to drive organizational efficiency and data-driven strategies
Review
Customer Reviews (6)
- Good course materials Review by Course Participant/Trainee
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The trainer is an expert in the subject and shared many practical insights from real projects. (Posted on 5/14/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Very satisfied Review by Course Participant/Trainee
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A very practical course. The trainer made a complex topic simple and enjoyable to learn. (Posted on 1/15/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Very useful course Review by Course Participant/Trainee
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Very informative and interactive. The small class size meant we got a lot of personal attention. (Posted on 7/26/2025)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Engaging trainer Review by Course Participant/Trainee
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The trainer is an expert in the subject and shared many practical insights from real projects. (Posted on 6/22/2025)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Worth every cent Review by Course Participant/Trainee
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The trainer is an expert in the subject and shared many practical insights from real projects. (Posted on 2/2/2025)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
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