Tag: Models

Free Download Deep Learning Models: A Practical Approach for Hands-On Professionals by Jonah Gamba
English | PDF EPUB (True) | 2024 | 211 Pages | ISBN : 9819996716 | 67.5 MB
This book focuses on and prioritizes a practical approach, minimizing theoretical concepts to deliver algorithms effectively. With deep learning emerging as a vibrant field of research and development in numerous industrial applications, there is a pressing need for accessible resources that provide comprehensive examples and quick guidance. Unfortunately, many existing books on the market tend to emphasize theoretical aspects, leaving newcomers scrambling for practical guidance. This book takes a different approach by focusing on practicality while keeping theoretical concepts to a necessary minimum. The book begins by laying a foundation of basic information on deep learning, gradually delving into the subject matter to explain and illustrate the limitations of existing algorithms. A dedicated chapter is allocated to evaluating the performance of multiple algorithms on specific datasets, highlighting techniques and strategies that can address real-world challenges when deep learning is employed. By consolidating all necessary information into a single resource, readers can bypass the hassle of scouring scattered online sources, gaining a one-stop solution to dive into deep learning for object detection and classification. To facilitate understanding, the book employs a rich array of illustrations, figures, tables, and code snippets. Comprehensive code examples are provided, empowering readers to grasp concepts quickly and develop practical solutions. The book covers essential methods and tools, ensuring a complete and comprehensive coverage that enables professionals to implement deep learning algorithms swiftly and effectively.

Free Download Anirban Mukhopadhyay, "Deep Generative Models: Third MICCAI Workshop, DGM4MICCAI 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Can"
English | ISBN: 3031537661 | 2024 | 260 pages | PDF | 43 MB
This LNCS conference volume constitutes the proceedings of the third MICCAI Workshop, DGM4MICCAI 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 2023. The 23 full papers included in this volume were carefully reviewed and selected from 38 submissions.

Free Download Codes, Systems, and Graphical Models by Brian Marcus, Joachim Rosenthal
English | PDF | 2001 | 520 Pages | ISBN : 0387951733 | 43.7 MB
Coding theory, system theory, and symbolic dynamics have much in common. Among the central themes in each of these subjects are the construction of state space representations, understanding of fundamental structural properties of sequence spaces, construction of input/output systems, and understanding the special role played by algebraic structure. A major new theme in this area of research is that of codes and systems based on graphical models.

Free Download Building Statistical Models in Python: Develop useful models for regression, classification, time series, and survival analysis by Huy Hoang Nguyen, Paul N Adams, Stuart J Miller
English | August 30, 2023 | ISBN: 1804614289 | 420 pages | PDF, EPUB | 71 Mb
Make data-driven, informed decisions and enhance your statistical expertise in Python by turning raw data into meaningful insights

Free Download Animal Models in Research: Principles and Practice
English | 2024 | ISBN: 9819700477 | 645 Pages | PDF (True) | 40 MB
This book describes the development of animal models widely used in biomedical research using step-wise instructions and photographs. Showcasing a wide range of species from zebra fishes, birds, rodents, rabbits, dogs, and pigs, the book includes detailed methodology on how to work with these species and to develop various models. The animal models in neurology including stroke, Alzheimer’s disease, Parkinson’s disease, and Schizophrenia; Animal models in cancer research, sleep disorders, and cardiovascular diseases are described to meet the understanding of researchers who plan to replicate these models in their laboratories. In depth detailing on the development of targeted gene knockouts and transgenics, implantation models that are used in toxicology studies, and pharmacokinetic studies in pigs and dogs are a highlight. Further, the book describes pharmacologic, chemically induced, surgically induced, microbiologically induced, infectious models, models for neurobehavioral studies, oncology research, and pain research. The book has dedicated sections on anesthesia and analgesia and teaches procedures like venous cut-downs and cannulations in pigs and dogs, and endotracheal intubation, mechanical ventilation and thoracotomy in rodents and will serve as a self-training tool. Concepts in the field of animal model development are explained using examples. Sample size selection, study design, and statistical evaluation of experiments involving laboratory animals are explained to enable young researchers to practically understand the nuances. This book will be a valuable tool for academicians, students, scientists, and veterinarians and will benefit equally who are new to the field and who are already working with laboratory animals.

Free Download Hands-On Generative AI with Diffusion Models Building Real-World Applications
Released 2/2024
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Skill Level: Intermediate | Genre: eLearning | Language: English + srt | Duration: 33m | Size: 84 MB
As AI and machine learning applications become increasingly powerful and pervasive, it’s essential that developers know how to apply generative models, regardless of their industry or current role. Given the projected future demand for AI professionals, this hands-on, skills-based course is designed to equip you with the tools and technical know-how required to get you up to speed building real-world applications and stay apace with current and emerging trends.

Free Download Twistor Sigma Models: Gravity, Amplitudes, and Flat Space Holography by Atul Sharma
English | PDF EPUB (True) | 2024 | 137 Pages | ISBN : 3031507509 | 12 MB
In recent decades, twistor theory has grown into an irreplaceable tool for the study of scattering amplitudes in gauge theory and gravity. This book introduces the reader to cutting-edge advances in twistor theory and its applications to general relativity. The problem of graviton scattering in four dimensions is shown to be dual to dramatically simpler computations in a two-dimensional CFT known as a twistor sigma model. Twistor sigma models are the first step toward a holographic description of gravity in asymptotically flat space-times. They underpin the infinitely many asymptotic symmetries of flat space physics discovered in celestial holography, and extend them to exciting new arenas like curved space-times. They also yield intrinsically mathematical results in the field of hyperkähler manifolds. This volume will be of broad interest to students and researchers looking for an accessible entry point into twistor geometry, scattering amplitudes, and celestial holography. It will also provide an invaluable reference for specialists by bringing together results from a host of different disciplines.

Free Download Topological Quantum Materials: Concepts, Models, and Phenomena by Grigory Tkachov
English | August 18, 2022 | ISBN: 9814968129 | 288 pages | MOBI | 15 Mb
In topological quantum materials, quantum effects emerge at macroscopic scales and are robust to continuous changes in a material’s state. This striking synergy between quantum and topological properties is of great interest for both fundamental research and emerging technologies, especially in the fields of electronics and quantum information. This edition of the book presents a wealth of topological quantum materials, bringing together burgeoning research from different areas: topological insulators, transition metal dichalcogenides, Weyl semimetals, and unconventional and topological superconductors.

Free Download Portfolio Selection and Asset Pricing: Models of Financial Economics and Their Applications in Investing by Jamil Baz, Helen Guo, Erol Hakanoglu
English | September 1, 2022 | ISBN: 126427016X | 432 pages | PDF | 32 Mb
This uniquely comprehensive guide provides expert insights into everything from financial mathematics to the practical realities of asset allocation and pricing

Free Download Stefan Voß, David L. Woodruff, "Introduction to Computational Optimization Models for Production Planning in a Supply Chain"
English | 2006 | pages: 261 | ISBN: 3540298789, 3642067557, 3540000232 | PDF | 1,9 mb
provide models that could be used by do-it-yourselfers and also can be used toprovideunderstandingofthebackgroundissuessothatonecandoabetter job of working with the (proprietary) algorithms of the software vendors. In this book we strive to provide models that capture many of the – tails faced by ?rms operating in a modern supply chain, but we stop short of proposing models for economic analysis of the entire multi-player chain. In other words, we produce models that are useful for planning within a supply chain rather than models for planning the supply chain. The usefulness of the models is enhanced greatly by the fact that they have been implemented – ing computer modeling languages. Implementations are shown in Chapter 7, which allows solutions to be found using a computer. A reasonable question is: why write the book now? It is a combination of opportunities that have recently become available. The availability of mod- inglanguagesandcomputersthatprovidestheopportunitytomakepractical use of the models that we develop. Meanwhile, software companies are p- viding software for optimized production planning in a supply chain. The opportunity to make use of such software gives rise to a need to understand some of the issues in computational models for optimized planning. This is best done by considering simple models and examples.