Generative AI Advanced Training in Marina Bay, Singapore

This advanced-level course on Generative AI is designed for professionals seeking to deepen their knowledge of state-of-the-art generative models such as GPT, DALL·E, Stable Diffusion, and others. The course provides in-depth theoretical foundations and hands-on implementation of generative models across text, image, and audio modalities. It covers model fine-tuning, prompt engineering, responsible AI practices, integration into applications, and real-world use cases across industries.

Course Agenda:

Deep Dive into Generative AI Models

• Recap: Generative AI Fundamentals

• Transformers and Attention Mechanism – Refresher

• Architecture Review: GPT, BERT, T5, DALL·E, Stable Diffusion

• Prompt Engineering Techniques

Fine-Tuning & Model Customization

• Fine-Tuning GPT Models with OpenAI & Hugging Face

• Fine-Tuning Diffusion Models for Custom Image Gen

• Dataset Preparation and Annotation

• Low-Rank Adaptation (LoRA) & Transfer Learning

Applications, Deployment & Responsible AI

• Generative AI in Real-World Applications (Coding, Content, Customer Service, Marketing)

• Using APIs: OpenAI, Cohere, Stability AI, Google Vertex AI

• Integrating with Web, Chatbots, Mobile

• Hallucinations, Biases, and Ethical Guardrails

Hands-on Exercises