Course Details
Course Details
What You'll Learn
Topic 1 Overview of Large Language Model (LLM)
What is Large Language Model?
Opportunities LLM applications
Use cases of LLM applications
Topic 2 Building LLM Applications with OpenAI API
OpenAI Prompt API
Prompt Engineering and Chaining Prompts
OpenAI Function Calling API
Create a Chatbot with OpenAI API
Topic 3 LLM Application Development with LangChain
Models, Prompts and Parsers
Memory
Chains
Question and Answer
Evaluation
Agents
Topic 4 Retrieval Augmented Generation (RAG) with LangChain
Overview of RAG
Document Loading and Splitting
Text Embedding
Vector Stores
Retrieval and Questioning/Answering
Course Info
Prerequisite
This is an intermediate course. The following knowledge is assumed:
- Basic Python
Software Requirement
Please install the following software prior to the class
1. Pycharm : Install Pycharm (https://www.jetbrains.com/pycharm/download/)
2. Please follow this guide to install Tensorflow on Mac https://www.tensorflow.org/install/install_mac
Alternatively, you can enter the following commands on your Mac terminal
pip3 install tensorflow
3 . Install Tensorflow on Window
Please follow this guide to install Tensorflow on Window https://www.tensorflow.org/install/install_windows
Tensorflow only support Python 3.5, you can install Tensorflow in Python 3.5 the following ways:
- Install Anaconda for Windows https://www.anaconda.com/download/#windows
- Create a new Conda environment in Pycharm for Python 3.5
Job Roles
Job Roles
- NLP (Natural Language Processing) Engineer
- Machine Learning Engineer
- AI Application Developer
- Chatbot Developer
- AI Research Scientist
- AI Product Manager
- Data Scientist specializing in text data
- Conversational AI Designer
- AI Integration Specialist
- Language Model Trainer
- Content Personalization Engineer
- AI Platform Engineer
- Cognitive Computing Specialist
- AI Technical Consultant
- AI Software Architect
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 (5)
- Worth every cent Review by Course Participant/Trainee
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Very engaging session. The trainer patiently answered all our questions and gave useful tips. (Posted on 1/8/2026)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 - Knowledgeable trainer Review by Course Participant/Trainee
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Excellent delivery and good balance between theory and practice. Learned a lot in a short time. (Posted on 12/21/2025)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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Really enjoyed the training. The examples were relevant and the pace was just right. (Posted on 11/18/2024)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 - Learned a lot Review by Course Participant/Trainee
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Well organised course with clear objectives. The step-by-step approach made it easy to follow. (Posted on 9/24/2024)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 - Great practical training Review by Course Participant/Trainee
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Well organised course with clear objectives. The step-by-step approach made it easy to follow. (Posted on 4/21/2024)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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