Mathematics for AIML The Complete Foundation Course

Free Download Mathematics for AI/ML: The Complete Foundation Course
English | November 3, 2025 | ASIN: B0FZCNGBK8 | 107 pages | Epub | 2.03 MB
Mathematics for Artificial Intelligence - A Complete Foundation Course by TEAM NICS Are you ready to understand the real mathematics behind Artificial Intelligence without feeling overwhelmed? This eBook is a complete step-by-step guide that builds your mathematical foundation from zero to AI-ready. Specially designed for students, educators, and AI learners, it simplifies complex topics into clear explanations, formulas, and practical understanding. You don't need to be a math expert - this book will take you there. What You Will Learn This eBook is structured as an 11-day mini-course, each chapter carefully designed to build your AI math intuition: 1. Algebra for AI - Basics, equations, and transformations. 2. Functions and Graphs - Understanding mappings and data relationships. 3. Limits and Continuity - Core ideas behind optimization and neural smoothness. 4. Derivatives and Gradients - The engine of machine learning models. 5. Partial Derivatives - How AI learns from multiple inputs. 6. Integration for AI - Calculating area, probability, and training loss. 7. Matrix Algebra and SVD - Data compression and dimensionality reduction. 8. Vector Spaces and Eigenvalues - Understanding transformations and PCA. 9. Probability and Random Variables - Foundation of model prediction. 10. Bayesian Thinking - Logic behind uncertainty and AI reasoning. 11. Statistics for AI - Hypothesis, distribution, and model evaluation. Why This Book is Different Beginner-friendly approach - intuitive before theoretical. Designed for AI learners, not mathematicians. Visual and structured - each chapter builds on the last. Real-world AI connections after every concept. Perfect for Python, Data Science, and ML aspirants. File Details Format: PDF (Instant Download) Pages: 70+ Language: English Ideal For Students preparing for AI, ML, or Data Science Teachers developing AI-integrated curriculums Professionals transitioning into machine learning Anyone who wants to understand the math behind AI TEAM NICS is an education-focused initiative creating simplified, high-quality learning materials for modern technology education - blending AI, coding, and real-world understanding. Start learning the mathematics that powers the future - today.