ML Study Jam is a Google Developers' program for developers learning AI/ML technologies for free! In the basic level, developers who joined this program will learn Session 1: Introduction to Machine Learning Session 2: Neural Networks Session 3: Give computers the power of vision Session 4: Face Recognition Session 5:Conclusion Study Jam Facilitator: Maithreyan Kesavan, GoogleAI Explore ML Facilitator
- How Artificial Intelligence is transforming the world we live
- Your Role in this rapid AI revolutions
- Evolution of AI
- Rule-Based vs Machine Learning
- Types of Machine Learning
- The steps in practicing Machine Learning
- Overfitting and Bias
- Teachable Machines Demo
- From Machine Learning to Deep Learning
- The Brain Analogy with Neural Networks
- Building Neural Network from Logistic Regression
- Activation Functions
- Online Playground
- Introduction to Convolutional Neural Networks
- CNN network Architecture
- Demos
- Intro to One-shot learning
- Face Recognition Pipeline
- How it works
- Realtime use cases
- Exercises to explore
- Conclusion of day one