Generative AI: Fundamentals to Advanced Techniques

Capstone project
Live faculty sessions
Learn from #1 school in Asia
Tool based learning

Future-Proof Your Career: Invest in Your Success

Emeritus and NUS unite to offer an exclusive opportunity. Enrol before 20 December 2024 using this code: APAC100ALL5924 and get USD100 program fee benefit. Limited seats available. Reserve your spot today!

Programme Highlights

Live Faculty Sessions

Participants will get an opportunity to learn via live sessions from esteemed faculties.

Capstone Project

Progressive Capstone project during the programme will help participants to apply the concepts learned in a real-world scenario.

Prestigious Certification

Earn a certificate from a renowned university in the APAC region.

Tool-based Learning

Equips participants with practical, hands-on experience, preparing them for real-world problem-solving.

Growing Domain

Participants will be allowed a deep dive into technical concepts that keep them abreast of AI’s rapid evolution and advancement.

Learning Outcomes

Develop a foundation in Python programming, along with a thorough understanding of machine learning concepts, including supervised, unsupervised, and reinforcement learning.

Explore neural networks and deep learning principles, utilising frameworks like TensorFlow and Keras to build and optimise models for various AI tasks.

Gain expertise in Transformer architectures, attention mechanisms, and state-of-the-art models such as BERT and GPT, focusing on their design, customisation, and application.

Learn to implement and leverage generative AI methods, including diffusion models and multimodal systems, to develop creative and innovative AI solutions.

Understand the ethical implications of AI technologies and their impact on society, while exploring practical applications across different industries and domains.

Who is this Programme For?

Early to mid-level professionals looking to start a career in or switch to a high-growth field and gain exposure to Generative AI
Mid-level professionals looking to gain technical understanding of Generative AI and its technologies and explore the application of AI

Programme Modules

Module 1: Overview of Python

Module 2: Machine Learning Fundamentals

Module 3: Deep Learning Fundamentals and GenAI Intro

Module 4: Transformer Architecture and Attention Mechanisms

Module 5: Transformer-based Models (BERT and GPT)

Module 6: Reinforcement Learning for Generative AI

Module 7: Early Image Generation Models (VAEs and GANs)

Module 8: Image Generation Using Diffusion Model

Module 9: Transformer for Vision (ViT and CLIP)

Module 10: Multimodal Models: Text to Image (DALL-E and Stable Diffusion)

Module 11: Generative AI Applications I (LLMs and RAG)

Module 12: Generative AI Applications II (Multi-Agents)

Explore Cutting-Edge Tools

Gain hands-on experience by exploring industry-relevant tools :

Programme Faculty

Dr Amirhassan Monajemi

Senior Lecturer, Department of Computer Science

Dr Ai Xin

Lecturer, Department of Computer Science

Dr Justin Chan

Instructor, NUS Advanced Computing for Executives

Mr. Mario Favaits

Executive Education Fellow, NUS Advanced Computing for Executives

Mr. Uli Hitzel

Executive Education Fellow, NUS Advanced Computing for Executives

Dr Yeo Wee Kiang

Senior Lecturer, Department of Information Systems & Analytics

Upon successful completion of the programme, participants will be awarded a verified digital certificate by the NUS School of Computing.

Note: All certificate images are for illustrative purposes only and may be subject to change at the discretion of the NUS School of Computing.

The Learning Experience

More than 300,000 professionals globally, across 200 countries, have chosen to advance their skills with Emeritus and its educational learning partners. In fact, 90 percent of the respondents of a recent survey across all our programmes said that their learning outcomes were met or exceeded. All the contents of the course would be made available to students at the commencement of the course. However, to ensure the programme delivers the desired learning outcomes, the students may appoint Emeritus to manage the delivery of the programme in a cohort-based manner during the course period, the cost of which is already included in the overall course fee of the course.

A dedicated programme support team is available seven days a week to answer questions about the learning platform, technical issues, or anything else that may affect your learning experience.

Early registrations are encouraged. Seats fill up quickly!

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