{"product_id":"aicl-102-mathematical-foundations-of-machine-learning","title":"AICL 102 — Mathematical Foundations of Machine Learning","description":"\u003cp\u003eBuild the mathematical intuition needed to understand modern machine learning: vectors, matrices, dot products, cosine similarity, probability, gradients, embeddings and model sampling behavior.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAI Cloud tutorial provenance:\u003c\/strong\u003e AICL 102. Delivered through the AI Academy at Northline Technology Institute as a professional tutorial.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eInside the course:\u003c\/strong\u003e vector and matrix operations; shape reasoning; cosine similarity; probability distributions and threshold decisions; gradient intuition; semantic embeddings; a manual similarity-and-threshold lab; and a 20-question final examination.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eStudy package:\u003c\/strong\u003e 8 protected sections · approximately 10 hours of guided study and lab work · mastery checkpoints · mathematical derivations · Python verification · final exam.\u003c\/p\u003e\u003cp\u003eThis tutorial does not by itself confer Northline semester credit, professional licensure or external accreditation. Numerical similarity and model scores support analysis but do not replace authoritative engineering interpretation or qualified review.\u003c\/p\u003e","brand":"Northline Technology Institute \/ ARQS","offers":[{"title":"Course Enrollment","offer_id":56621198246193,"sku":"AICL-102","price":99.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/aicl-102-course-canva.jpg?v=1791178518","url":"https:\/\/uzrkzm-7p.myshopify.com\/products\/aicl-102-mathematical-foundations-of-machine-learning","provider":"My Store","version":"1.0","type":"link"}