Support Vector Machine - Fundamentals and Applications

Fouad Sabry

Sinopse

What Is Support Vector Machine

In the field of machine learning, support vector machines are supervised learning models that examine data for classification and regression analysis. These models come with related learning algorithms. Vladimir Vapnik and his coworkers at AT&T Bell Laboratories were responsible for its creation. Because they are founded on statistical learning frameworks or the VC theory, which was developed by Vapnik and Chervonenkis (1974), support vector machines (SVMs) are among the most accurate prediction systems. A non-probabilistic binary linear classifier is what results when an SVM training algorithm is given a series of training examples, each of which is marked as belonging to one of two categories. The algorithm then develops a model that assigns subsequent examples to either one of the two categories or neither of them. The support vector machine (SVM) allocates training examples to points in space in such a way as to maximize the difference in size between the two categories. After that, new examples are mapped into that same space, and depending on which side of the gap they fall on, a prediction is made as to which category they belong to.

How You Will Benefit

(I) Insights, and validations about the following topics:

Chapter 1: Support vector machine

Chapter 2: Linear classifier

Chapter 3: Perceptron

Chapter 4: Projection (linear algebra)

Chapter 5: Linear separability

Chapter 6: Kernel method

Chapter 7: Sequential minimal optimization

Chapter 8: Least-squares support vector machine

Chapter 9: Hinge loss

Chapter 10: Polynomial kernel

(II) Answering the public top questions about support vector machine.

(III) Real world examples for the usage of support vector machine in many fields.

(IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of support vector machine' technologies.

Who This Book Is For

Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of support vector machine.

Disponível desde: 23/06/2023.

Comprimento de impressão: 105 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Uncertain Climes - Debating...

Joseph Giacomelli

Uncertain Climes looks to the late nineteenth century to reveal how climate anxiety was a crucial element in the emergence of American modernity. 
 
Even people who still refuse to accept the reality of human-induced climate change would have to agree that the topic has become inescapable in the United States in recent decades. But as Joseph Giacomelli shows in Uncertain Climes, this is actually nothing new: as far back as Gilded Age America, climate uncertainty has infused major debates on economic growth and national development. 
  
In this ambitious examination of late-nineteenth-century understandings of climate, Giacomelli draws on the work of scientists, foresters, surveyors, and settlers to demonstrate how central the subject was to the emergence of American modernity. Amid constant concerns about volatile weather patterns and the use of natural resources, nineteenth-century Americans developed a multilayered discourse on climate and what it might mean for the nation’s future. Although climate science was still in its nascent stages during the Gilded Age, fears and hopes about climate change animated the overarching political struggles of the time, including expansion into the American West. Giacomelli makes clear that uncertainty was the common theme linking concerns about human-induced climate change with cultural worries about the sustainability of capitalist expansionism in an era remarkably similar to the United States’ unsettled present.

Ver livro

Internal Medicine Boards -...

Rajendra Mannava Mannava

My book deals with the most common concepts tested in American Board of Internal Medicine.  
It can also be useful as a basic reference for anyone interested in the field of Medicine. 
The book covers some common disease, their diagnosis, treatment, prevention and follow up care in various branches of Medicine including:  
Infectious disease, Neoplastic disease (Oncology), Degenerative disease of various body systems including Blood, Allergy&Immunology (Hematology), Cardiology, Pulmonology, Nephrology, Gastroenterology, Endocrine&Reproductive, Neurology&Special senses, Rheumatology, Dermatology, General IM including Biostatistics, Geriatrics, Pediatrics and Psychiatry.

Ver livro

Vaccine Nation - America’s...

Elena Conis

With employers offering free flu shots and pharmacies expanding into one-stop shops to prevent everything from shingles to tetanus, vaccines are ubiquitous in contemporary life. The past fifty years have witnessed an enormous upsurge in vaccines and immunization in the United States: American children now receive more vaccines than any previous generation, and laws requiring their immunization against a litany of diseases are standard. Yet, while vaccination rates have soared and cases of preventable infections have plummeted, an increasingly vocal cross section of Americans have questioned the safety and necessity of vaccines. In Vaccine Nation, Elena Conis explores this complicated history and its consequences for personal and public health. 
Vaccine Nation opens in the 1960s, when government scientists—triumphant following successes combating polio and smallpox—considered how the country might deploy new vaccines against what they called the “milder” diseases, including measles, mumps, and rubella. In the years that followed, Conis reveals, vaccines fundamentally changed how medical professionals, policy administrators, and ordinary Americans came to perceive the diseases they were designed to prevent. She brings this history up to the present with an insightful look at the past decade’s controversy over the implementation of the Gardasil vaccine for HPV, which sparked extensive debate because of its focus on adolescent girls and young women. Through this and other examples, Conis demonstrates how the acceptance of vaccines and vaccination policies has been as contingent on political and social concerns as on scientific findings. 
By setting the complex story of American vaccination within the country’s broader history, Vaccine Nation goes beyond the simple story of the triumph of science over disease and provides a new and perceptive account of the role of politics and social forces in medicine.

Ver livro

Seeds of Power: How They...

Bennett Thornfield

Seeds of Power: How They Transformed Nature and Humanity
⭐⭐ Simplified Audio Guide ⭐⭐
Are you eager to delve into the transformative power of seeds and their profound impact on nature and humanity?
Searching for a comprehensive resource that provides all the essentials to understand how seeds have shaped our world?
Your search ends here!
This guide serves as your definitive companion for deepening your comprehension, applying your knowledge, and engaging in insightful explorations. With this, you're set for an enlightening journey.
Updated to include the latest findings and perspectives.
Key features of this enriched guide:
- Profound insights about how seeds have influenced nature and humanity
- Detailed explanations of the significance of seeds in ecological and human contexts
- Effective strategies for understanding and appreciating the role of seeds
Our guide distinguishes itself through comprehensive coverage, essential for a deep understanding of the subject. Concepts aren't merely skimmed; they are delved into with precision.
Please note that this guide is not affiliated with any official botanical entity and is purely an independent resource for your benefit.
Designed with a clear structure and easy-to-understand language, our guide on the transformative power of seeds ensures smooth transitions between topics. Say goodbye to dense jargon and welcome clear, precise, and technically accurate content.
So, why wait? Click the BUY NOW button, secure your guide, and begin your journey to understanding the incredible power of seeds in transforming our world!

Ver livro

The Peptide Protocols Bible -...

Wade Thompson

The Peptide Protocols Bible: Mastering Next-Generation Peptides | Your Roadmap to Precision Dosing, Revolutionary Protocols, and Lifelong Wellness 
Unlock the power of peptides with this essential guide by Wade Thompson. Whether you’re a healthcare professional, biohacker, or wellness enthusiast, this book transforms complex peptide science into practical, evidence-based protocols that can enhance your health. 
Inside, you’ll discover breakthrough innovations in peptide synthesis and design, including AI-driven approaches and advanced chemical modifications that improve stability and effectiveness. Learn how to master precision dosing and cycling protocols through clear charts and real-world case studies. 
This book also shows you how to integrate peptide therapies with traditional medicine, smart nutrition, targeted exercise, and lifestyle changes to boost cognitive function, strengthen immune support, enhance muscle growth, and accelerate fat loss. Personalization is key—tailor protocols using genetic insights and biomarkers for treatments as unique as you are. 
If you’re ready to revolutionize your approach to health and tap into the next generation of peptide science, The Peptide Protocols Bible is your comprehensive roadmap.

Ver livro

Electrical Engineering - A...

Phil Gilberts

Electrical engineering is a broad and influential field that focuses on the study and application of electricity, electronics, and electromagnetism. It encompasses various sub-disciplines, each with its unique focus and applications. Here’s an overview of the main areas within electrical engineering:
Power engineering involves the generation, transmission, distribution, and utilization of electric power. This area covers power generation through methods such as fossil fuels, nuclear, hydroelectric, and renewable sources like solar and wind. It also includes high-voltage power transmission from plants to substations and distribution to consumers, along with the design and maintenance of power grids, load forecasting, and reliability.
Electronics focuses on the behavior and movement of electrons in various devices and systems. Analog electronics deals with circuits that process analog signals, involving components like resistors, capacitors, and transistors. Digital electronics handles digital signals, including logic gates, microprocessors, and digital signal processors (DSPs). Consumer electronics involve devices such as smartphones, televisions, and computers.
Electrical engineering is a diverse and dynamic field that involves the study, design, and application of equipment, devices, and systems that use electricity, electronics, and electromagnetism. It encompasses a wide range of sub-disciplines, including power engineering, electronics, control systems, signal processing, and telecommunications.

Ver livro