Service Solution
About Project
Machine Learning Workshop
1. What You Will Learn
Participants will learn about Machine Learning methodologies and techniques such as Decision Trees, CNNs, and LSTMs through lectures, discussions, case studies, hands-on exercises, and various activities. After this workshop, participants will understand the concepts of Machine Learning and be able to define and solve Machine Learning problems.
2. Instructor
- Associate Professor Dr. Apirak Hunlor
- Associate Professor Dr. Akkara Supratak
3. Course Content
Introduction and definition of Machine Learning
Examples of Machine Learning applications
Steps to create a Machine Learning model
Data Preprocessing
ML Experimental Methodology
Model Evaluation Metrics
Optical Character Recognition (OCR)
Introduction and definition of Deep Learning
Neural Networks
Activation Functions
Stochastic Gradient Descent
Backpropagation
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)
Review of basic statistics
Statistical tests
4. Schedule, Location
Dates: July 11-12, 2022
Location: National ITMX Company Limited