Build With AI: Intro to Machine Learning and the Math Behind It

Are you curious about Artificial Intelligence but unsure where to start? Build With AI, organized by the GDG Build with AI Team, is the perfect entry point for anyone looking to explore the fundamentals of machine learning and understand the math behind it.

This workshop is designed specifically for beginners, students, and tech enthusiasts with little to no background in AI/ML. The session aims to break down complex concepts into simple, intuitive explanations—equipping you with the confidence to take your first steps into the world of machine learning.

🧠 What You’ll Learn:

* What is Machine Learning? An overview of the field, how it works, and why it matters.

* Types of ML: Supervised, Unsupervised, and Reinforcement Learning explained with real-world examples.

* Beginner-friendly algorithms: Understand how Linear Regression, Decision Trees, and K-Nearest Neighbors (KNN) work.

* The math behind the magic: A hands-on walkthrough of essential mathematical foundations,

including:

- Linear Algebra: Vectors and matrices

- Calculus: Derivatives and gradients

- Statistics & Probability: Mean, variance, and common distributions

🎓 What You’ll Gain:

* A strong conceptual foundation in machine learning

* A clearer understanding of the math that underlies AI models

* Practical tips and resources to continue your learning journey

* Free resources including the session slide deck, a math cheat sheet, a suggested learning roadmap, and post-event access to the recording (for registered attendees)

Whether you're a student exploring AI for the first time, a developer curious about machine learning, or someone looking to refresh your knowledge, Build With AI is a supportive, beginner-friendly environment to get started.