{"product_id":"introduction-of-geometric-algebra-for-machine-learning-and-data-science-a-unified-geometric-framework-for-modern-learning-systems-9798295882890","title":"Introduction of Geometric Algebra for Machine Learning and Data Science: A Unified Geometric Framework for Modern Learning Systems","description":"\u003cp\u003e • Author(s): Sandi Setiawan\u003cbr\u003e • Publisher: Self Publishing LLC\u003cbr\u003e • Publisher Imprint: Self Publishing LLC\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eWhat if machine learning could be understood geometrically?\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book presents a unified geometric perspective on machine learning, statistics, and data science through the language of geometric algebra.\u003c\/p\u003e\u003cp\u003eFrom linear models and principal component analysis to neural networks, attention mechanisms, and time series systems, modern methods are reinterpreted as geometric transformations in n-dimensional spaces.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eRather than treating techniques as isolated tools, this book reveals the common structure underlying them: movement, orientation, and shape.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e- Connects machine learning methods through geometry\u003c\/p\u003e\u003cp\u003e - Covers PCA, neural networks, attention, and time series\u003c\/p\u003e\u003cp\u003e - Includes PyTorch implementations\u003c\/p\u003e\u003cp\u003e - Bridges theory and real-world applications\u003c\/p\u003e\u003cp\u003e - Emphasizes intuition over formalism\u003c\/p\u003e","brand":"Self Publishing LLC","offers":[{"title":"Hardcover","offer_id":47882631970967,"sku":"9798295882890","price":3189.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798295882890.webp?v=1781096375","url":"https:\/\/atlanticbooks.com\/products\/introduction-of-geometric-algebra-for-machine-learning-and-data-science-a-unified-geometric-framework-for-modern-learning-systems-9798295882890","provider":"Atlantic Books","version":"1.0","type":"link"}