High School Activity
PCTO Program, Various High Schools, 2023
This course was led in high school to introduce the fundamentals of machine learning and computer vision through an engaging mix of theory, hands-on coding, and interactive examples. Delivered as part of a science outreach initiative, it is designed to make AI concepts accessible, fun, and visually intuitive.
Topics Covered
- Overview of Machine Learning: Supervised vs. Unsupervised Learning
- Real-world applications of Classification and Regression
- Basics of Neural Networks and Deep Learning
- Introduction to Computer Vision: pixels, filters, and feature extraction
- AI-driven object recognition and image generation
- Ethical considerations and societal impacts of AI
Highlights
- Hands-on coding with Python and Jupyter Notebooks
- Interactive demonstrations of model training and image recognition
- Custom quizzes and exercises to reinforce learning
- Emphasis on practical applications and career opportunities in AI
The program fosters creativity, critical thinking, and hands-on exploration, inspiring students to delve into artificial intelligence and visual computing.