Generative AI - Master Class

Training on the concepts of Advanced Generative AI with hands-on practicals 

Generative AI

What you will learn and the outcome

  • Insightful and conceptual live training on the advanced concepts of Generative AI  
  • Hands on session for end to end machine learning for Generative AI
  • Access to the course material
  • Access to online platform for AI/ML operations
  • Certificate of achievement

Delivery mode 

  • You can choose to join either on-site training in Adelaide, or join online from anywhere virtually
  • 2 hours x 3 sessions 

Best suited for

  • Professionals (Engineering, Healthcare, Education, Industrial, Government, etc) who is looking forward develop Generative AI solutions.
  • Business executives (C-level, directors, management) who would like to have advanced understanding of Generative AI.
  • University students
  • School leavers
  • High school students
  • Any enthusiasts

Pre-requisite

  • Basic understanding of Artificial Intelligence and Machine Learning
  • Coding with Python

Your trainer

 Dr. Kalana Withanage has Ph.D in Computer Vision / Machine Learning BSc. (Hons) in Electrical and Information Engineering 16+ years industrial experience   in architecting and developing solutions with machine learning, computer vision, robotics, and embedded systems. He is an inspiring trainer and   international community educational event speaker.

Course content

 Session 1

 Machine Learning Overview

 Generative AI Overview and applications

 GenAI key tasks: Image Synthesis, Content generation, Music synthesis, drug discovery, scientific discovery

 Machine Learning for Generative AI

 Variational Auto Encoders (VAEs)

 Generative Adverserial Network (GANs)

 Generator vs Discriminator 

 Hands on session for generating images using GANs

 Overcoming challenges in GANs


Session 2

 Advanced Types of GANs

 DCGAN

 CycleGAN

 StyleGAN

 ConditionalGANs

 Transformers 

 Generative Pre-trained Transformers

 Hands-on session for generating text contents using GPTs


Session 3

 Multi modal Generative Models 

 MusicGANs

 Hands-on session for music synthesis using MusicGANs

 Diffusion models

 Hands on session for text-to-image generation using diffusion models

 Pre-training and fine tuning generative tasks