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Start your reading journey today on DL4ALL.org and unlock a world of imagination, knowledge, and inspiration!  Free Download Linear and Nonlinear Regression in Artificial Intelligenc VOL-2: Mathematical Foundations, Regularization Techniques & Predictive Modeling (AI AND MATH NEW) English | December 1, 2025 | ASIN: B0G4LNYPLK | 304 pages | Epub | 278.76 KB Artificial Intelligence has rapidly transitioned from a specialized research domain to the backbone of multiple industries, transforming the way we interpret data, make decisions, and build intelligent systems. At the core of many AI-driven applications-whether in finance, healthcare diagnostics, business analytics, scientific modeling, robotics, or autonomous systems-lies one powerful set of mathematical tools: Linear and Nonlinear Regression Models . Regression is not merely a statistical method-it is one of the most fundamental predictive modeling techniques that enables machines to learn patterns, identify relationships, understand trends, and make informed predictions. Whether it is forecasting stock prices, predicting disease risks, modeling customer behavior, estimating energy consumption, detecting fraud, recognizing speech patterns, analyzing sentiments in text, or optimizing machine performance, regression is everywhere. This book, Linear and Nonlinear Regression in Artificial Intelligence , written by Anshuman Mishra , is crafted to be one of the most comprehensive and practical books for students, researchers, working professionals, and academicians in computer science, data analytics, mathematics, and AI/ML engineering. The book combines mathematical depth , practical implementation , and real-world use cases -making it equally suitable for classroom instruction, academic reference, research exploration, and professional applications. 🎯 Purpose of the Book The purpose of this book is to guide the reader from the foundational principles of regression to the advanced, state-of-the-art regression algorithms used in modern AI systems. While most books either focus only on statistics, or only on machine learning, this book combines: Mathematical clarity Statistical fundamentals Machine learning theory Optimization techniques Regularization and generalization Modern nonlinear models Advanced AI methodologies Python-based implementations Real-world case studies Interview and research-driven insights This combination makes the book a complete, end-to-end reference that caters to university-level learners as well as professionals working in industries like finance, healthcare, IT, manufacturing, e-commerce, analytics, or scientific research. 📌 Why This Book Stands Out Regression is one of the first topics introduced in statistics and machine learning, yet in the AI era it has evolved into highly sophisticated modeling techniques. Many textbooks treat regression superficially, but in real-world AI systems, regression methods must address complexities such as: High-dimensional data Noise and missing values Complex nonlinear relationships Overfitting and underfitting Bias-variance tradeoff Regularized learning Kernel methods Deep learning models Probabilistic reasoning Uncertainty estimation Big data scalability Interpretability of models This book captures all these essential nuances, making it uniquely rich and powerful. It ensures that the reader not only understands the mathematics but can also implement, interpret, and deploy regression systems in real-world AI applications. 📚 What This Book Covers (Overview) The book begins with the core foundations of regression and its importance in AI. It builds step-by-step: 1. Mathematical Foundations Before diving into regression techniques, readers will gain clarity on essential linear algebra, vector calculus, optimization principles, probability theory, and statistical learning concepts. These mathematical tools are explained intuitively and applied directly to regression models  Free Download Linear Algebra II Solutions Manual: Canonical Forms, Tensors, and Operators (Solution Manuals of the Bachelor's Degree in Mathematics Series) English | June 28, 2025 | ASIN: B0FG17WDMH | 234 pages | PDF | 2.84 MB 🎓 Linear Algebra II Solutions Manual Canonical Forms, Tensors, and Operators in Detail Do you want to master the pillars of advanced linear algebra applied to operators, decompositions, and multilinear structures with depth and precision? This solutions manual, prepared by Helbert Justo Luque Zevallos , rigorously complements the work "Linear Algebra II" from the Bachelor's Degree in Mathematics Series . With a meticulous pedagogical approach, the text develops complete solutions and step-by-step proofs, grounded in the modern theory of linear algebra and its applications. 🔍 What will you find in this solutions manual? ✅ Canonical Forms and Operators' Internal Structure Solve problems on cyclic decomposition, invariant factors, the primary decomposition theorem, Jordan form, and rational form. ✅ Tensors and Multilinearity Covers the dual space, adjoint operators, tensor product, and sesquilinear forms, with relevant applications in geometry, physics, and functional analysis. ✅ Bilinear Forms and Transformation Groups In-depth analysis of form reduction, classification by symmetry, and groups preserving non-degenerate structures. ✅ Advanced University-Level Exercises Explore over 200 carefully solved exercises, with solution strategies, theoretical context, and remarks clarifying the most subtle points. 🧠 Includes: ✔ Rigorous proofs with a solid theoretical foundation ✔ Structured development for exam and advanced course preparation ✔ Comparisons between rational, canonical, and spectral approaches ✔ An interdisciplinary focus with connections to analysis, physics, and applied mathematics 📌 Ideal for: * Undergraduate and graduate mathematics students * University instructors and tutors * Self-learners seeking an advanced, structured mastery of linear algebra 📘 Series: Solutions Manuals of the Bachelor's Degree in Mathematics 🛡 Legal Information: Legal Deposit No.: 2025-06960 Country of Origin: Peru Independent Publisher: Helbert Justo Luque Zevallos Legal Address: Coop. Vista Alegre E-2, Alto Selva Alegre, Arequipa, Peru 🔗 Available on Amazon: https://www.amazon.com📖 Ready to dive deeper into the algebraic structure of operators and tensors? Get your copy and transform your understanding of Linear Algebra!  Free Download Lincoln's Ghost: Houdini's War on Spiritualism and the Dark Conspiracy Against the American Presidency by Brad Ricca English | October 28th, 2025 | ISBN: 1250338905 | 320 pages | True EPUB | 15.43 MB The incredible untold story of how the world's greatest magician, Harry Houdini, waged war upon Spiritualism, uncovering unknown magic, political conspiracies, and surprising secrets along the way.  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Free Download Lifestyle Business Playbook: How to Have Fun, Freedom and Fulfilment With Your Own Business by Daniel Priestley English | November 18th, 2025 | ISBN: 0857089927 | 256 pages | True EPUB | 5.61 MB Unlock the secrets to crafting a thriving business that enriches your life  Free Download Life, Death, and Litigation in the Athenian Agora by Mabel Lang English | 2001 | ISBN: 0876616376 | 32 Pages | PDF | 8.3 MB Athens was a famously litigious city in antiquity, as the sheer quantity of evidence for legal activity found in the Agora makes clear.  Free Download Life on a Little-Known Planet: Dispatches from a Changing World by Elizabeth Kolbert English | November 4th, 2025 | ISBN: 9798217086061 | 320 pages | True EPUB | 72.34 MB A landmark collection of Pulitzer Prize winner Elizabeth Kolbert's most important pieces about climate change and the natural world |
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