This repository is created for 14th ACOMP workshop conducted in Phuket 2021.
14th ACOMP Course
“Getting started with Artificial intelligence”
In conjunction with SEACOMP Phuket, October 21-23, 2021
Title: Getting started with Artificial Intelligence
Date: October 22-23, 2021, 8.00-10.00am (GMT +7)
Duration: 4 hours
Coordinators: Prof. Kwan Hoong Ng & Dr. Shier Nee Saw
Lecturers: Prof. Chu Kiong Loo, Dr. Shier Nee Saw
Synopsis: Machine Learning is a form of artificial intelligence that uses patterns in a large dataset to make predictions such as medical diagnosis, object detection, object recognization, anamoly detection and others. This workshop will introduce the concept of Machine Learning focusing on supervised learning. In supervised learning, we will discuss algorithms which are trained on input data labelled with a desired output. Following that, participants will have Colab hands-on training on how to build machine learning model to solve practical problems.
Learning Objectives:
To introduce the basic concepts and techniques of Artificial Intelligence/ Machine Learning.
To gain hands-on coding experience of using recent machine learning for solving practical problem.
Prerequisite: Curiosity and interest to learn. Some basic knowledge of computing.
Programme:
Day 1, October 22, 2021
08.00am – 08.10am Overview of AI in medicine Prof. Kwan Hoong Ng
08.10am – 08.40am Introduction to Machine Learning Lecture Prof. Chu Kiong Loo
08.40am – 09.30am Google Colab Introduction Hands-on Workshop* Dr. Shier Nee Saw
09.30am – 10.00am Solving classification problem hands-on Workshop Dr. Shier Nee Saw
Day 2, October 23, 2021
08.00am – 08.30am Regression Concept Lecture Dr. Shier Nee Saw
08.30am – 09.00am Solving regression problem hands-on Workshop Dr. Shier Nee Saw
09.00am – 10.00am Develop machine learning model for medical problems Dr. Shier Nee Saw
- We need a google account to use Google Colab. Please register one if you do not have.
The materials used in the workshop is as followed.
- Lecture power point
- AI_Workshop_Day1 code
- AI_Workshop_Day2 code
- fetal_datasets.csv
- ACOMP poster
Refer to workshop poster here