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Enhance Your Employability with Certified Skills and Courses in Singapore - WSQ , IBF-STS, Skills Certification

Advanced NLP with Large Language Models (LLM)

The field of natural language processing (NLP) has been transformed by large language models, such as ChatGPT, GPT-4, ChatGPT and BERT, which have achieved state-of-the-art performance on a wide range of NLP tasks. In this course, you will learn the theory and practice of advanced machine learning with large language models.

You will start by understanding the basics of Transformer architecture, the foundation of large language models. You will then explore pre-training and fine-tuning techniques, including the use of Hugging Face Transformers API to load, train, and evaluate pre-trained models. You will learn about the latest advances in large language models, such as GPT-3, GPT-4, ChatGPT, and compare their performance to other pre-trained models such as BERT.

You will also get hands-on experience implementing custom Transformer models, and you will explore their applications in practical NLP tasks, such as text generation, sentiment analysis, named entity recognition, question answering systems, and chatbots.

Certificate

All participants will receive a Certificate of Completion from Tertiary Courses after achieved at least 75% attendance.

Funding and Grant Applications

No funding is available for this course

For WSQ funding, please checkout the details at WSQ – Advanced NLP with Attention Mechanism and Transformer Architecture

Course Code: C804

Course Booking

The course fee listed below is before subsidy/grant, if applicable. We will apply for the grant and send you the invoice with nett fee.

$600.00 (GST-exclusive)
$654.00 (GST-inclusive)

Course Date

Course Time

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Post-Course Support

We provide free consultation related to the subject matter after the course. Please email your queries to enquiry@tertiaryinfotech.com and we will forward your queries to the subject matter experts and get back to you asap.

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.


Course Details

Topic 1 Fundamental of Large Language Model (LLM)

  • What are LLMs
  • Applications and use cases of LLMs
  • Overview of Transformer architecture
  • Self-attention Mechanism
  • Comparison of LLMs and Llama 2

Topic 2 Word Embedding and Vector Databases

  • Word Embedding
  • Similarity
  • Vector Databases

Topic 3 Large Language Model (LLM) Tasks

  • Sentimental Analysis
  • NER
  • Translation
  • Summarization
  • Text Generation
  • Question Answering
  • Prompt Engineering with OpenAI Chat Completion

Topic 4 LLM with Assistant API and LangChain

  • LLM with OpenAI Function Calling
  • LLM with OpenAI Assistant API
  • Langchain Components and Agents
  • Retrieval Augmented Generation (RAG)

Topic 5 Fine Tuning LLM Models

  • Why fine tuning LLM models
  • Training and evaluation of fine-tuned LLM models

Course Info

Prerequisite

No prior knowledge on 3D Sculpting is required;

Software Requirement

Participants need to bring their laptops with Autodesk software installed on their laptops for the training. If participant does not have the laptop and software, we can provide spare laptops with licensed Autodesk software

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

Solomon Soh Zhe Hong: Solomon is ACTA certified and has trained and coached over 100 professionals in the area of data science, python programming and coding. Solomon is a Certified AI Engineer Associate by AI Singapore and holds certifications in Alibaba Cloud Architect and Alteryx respectively. Solomon interests include Reinforcement Learning, Natural Language Processing and Time-Series analysis.

Alfred Yap Swee Leong: Alfred Yap is an ACLP certified trainer with strong financial and shopper marketing domain background and extensive experience in information technology. In addition, he is both an IBM certified Cloud Computing Practitioner and an IBM Enterprise Design Thinking Practitioner.
Alfred Yap has spent decades teaching adult learners since the 90s. Kickstarting his teaching career as a trainer for Oracle University. Thereafter, he has had vast experience conducting ICT related training to various companies in the Consulting, Media, and Training industry.
Alfred Yap earned his undergraduate degree from USF, America and master degree from NTU, Singapore majoring in Knowledge Management. His current interests include Cyber Security, Cloud computing and Blockchain.

Customer Reviews (3)

might recommend Review by Course Participant/Trainee
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
/ (Posted on 1/26/2024)
Interesting course in this GPT era. Review by Course Participant/Trainee
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
So far so good, the pace is match with my learning. (Posted on 12/1/2023)
will recommend Review by Course Participant/Trainee
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
Already good (Posted on 12/1/2023)

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