{"product_id":"coding-and-gaming-design-intro-to-machine-learning","title":"Coding and Gaming Design - Intro to Machine Learning","description":"\u003cp\u003e\u003cstrong\u003eK12 AI Labs: Module 5, Lesson 17\u003c\/strong\u003e\u003c\/p\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003cp\u003e\u003cstrong\u003eIntro to Machine Learning (ML)\u003c\/strong\u003e demystifies one of the most important and least understood technologies of our time—through hands-on experience that requires zero prior coding knowledge. Using Google's Teachable Machine, \u003cstrong\u003estudents train a real image classification model from scratch and discover firsthand how machine learning actually works\u003c\/strong\u003e.\u003c\/p\u003e\n\u003cp\u003eStudents begin with a clear, jargon-free explanation of what machine learning is and how it differs from traditional programming. Rather than writing rules, ML systems learn patterns from examples—and this lesson makes that abstract idea concrete through immediate experimentation.\u003c\/p\u003e\n\u003cp\u003eStudents collect training data, feed it into Teachable Machine, and train a model to distinguish between two categories of their choosing—hand gestures, facial expressions, objects, or anything they can capture on camera. They \u003cstrong\u003etest the model in real time\u003c\/strong\u003e, observe where it succeeds and where it fails, and investigate why.\u003c\/p\u003e\n\u003cp\u003eThe lesson digs into what those failure modes reveal: that ML models are only as good as their training data, that small datasets produce unreliable results, and that bias in training examples produces bias in outputs. Students experience these phenomena directly rather than just reading about them.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eStudents leave with a trained, working ML model they built themselves\u003c\/strong\u003e—and a foundational understanding of machine learning that demystifies the technology powering much of modern AI.\u003c\/p\u003e\n\u003cp\u003eISTE Standards 1 and 5 aligned.\u003cbr\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cem\u003e\u003cstrong\u003eThis is a digital lesson accessed via lesson PDF and PowerPoint presentation—no physical product will be shipped.\u003c\/strong\u003e\u003c\/em\u003e\u003cstrong\u003e\u003c\/strong\u003e\n\u003c\/div\u003e","brand":"K12 AI Labs","offers":[{"title":"Default Title","offer_id":52423117177114,"sku":null,"price":15.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0928\/7054\/1594\/files\/5.17.jpg?v=1783019063","url":"https:\/\/learningstore.k12.com\/products\/coding-and-gaming-design-intro-to-machine-learning","provider":"K12 Learning Store","version":"1.0","type":"link"}