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
This is an intermediate course. The following knowledge is assumed:
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:
Dr. Sudipta Samanta received his Ph.D. for his research in the field of computational Biophysics in 2009. He has more than 9 years research experience as a scientist. His current interests include Machine Learning, Deep Learning, Health Care Data analysis, and computer simulation. He is also the founder of "Baby Lion Organic medicinal Farm".
Teh Siew Yee is an experienced adult educator and corporate trainer specializing in business communication, workplace effectiveness, and professional development. With years of experience across both corporate and training environments, she has helped learners enhance their skills in problem-solving, collaboration, and interpersonal communication. Her ability to translate complex concepts into clear, practical strategies ensures that participants can immediately apply their learning in the workplace.
As an ACLP-certified trainer, Siew Yee delivers WSQ courses with a strong focus on learner engagement and workplace application. She integrates case studies, role-plays, and reflective exercises into her sessions, ensuring participants develop not only knowledge but also confidence in real-world contexts. By combining her corporate experience with adult education expertise, she empowers learners to improve workplace efficiency, strengthen teamwork, and achieve personal and organizational success.
| 1. Do you find the course meet your expectation? | |
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| 2. Do you find the trainer knowledgeable in this subject? | |
| 3. How do you find the training environment |
| 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 |
