Image Generation With Diffusion Models

Topic 1 Image Generation with Generative Adversarial Network (GAN)

• Overview of Generative Models
• Architectural Overview of GAN 
• Adversarial Loss Functions
• Building GAN using NN and CNN
• Training the Generator and Discriminator Networks

Topic 2 Image Generation with Diffusion Models

• Denoising Diffusion Probabilistic Models
• Forward and Backward Diffusion Models
• Building Diffusion Models 

Prerequisite:

This is a intermediate course. Participants should have basic knowledge on the following subjects:

• Python
• Keras
• Machine Learning

Software Requirement

We will use Google Colab for this training. Google Colab is a free Jupyter Notebook like software that provides free GPU for model training.

Please follow the instruction below to install Google Colab on your Google Drive

https://medium.com/deep-learning-turkey/google-colab-free-gpu-tutorial-e113627b9f5d

• Data Scientist
• Machine Learning Engineer
• AI Researcher
• Deep Learning Specialist
• Computer Vision Engineer
• AI Product Developer
• Graphics Software Developer
• Multimedia Artist (using AI)
• Bioinformatics Researcher (for GAN-based simulations)
• Financial Modeler (using AI for simulations)
• R&D Specialist in AI
• Robotics Engineer (with AI modeling)
• Game Developer (using GANs for content generation)
• Innovation Manager (in tech firms)
• Computational Scientist

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.

Dr. Alfred Ang: Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book price, awards and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.

Dr. Alfred Ang is a ACTA certified trainer and DACE certified course developer. He was Distinguished Toastmasters (DTM) and Senior Member of IEEE. He has published more than 20 peer reviewed papers and co-inventors for more than 20 inventions.