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Author: Marcello La Rocca
Publisher: Simon and Schuster
ISBN: 1638350221
Category : Computers
Languages : en
Pages : 768
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Book Description
Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. Summary As a software engineer, you’ll encounter countless programming challenges that initially seem confusing, difficult, or even impossible. Don’t despair! Many of these “new” problems already have well-established solutions. Advanced Algorithms and Data Structures teaches you powerful approaches to a wide range of tricky coding challenges that you can adapt and apply to your own applications. Providing a balanced blend of classic, advanced, and new algorithms, this practical guide upgrades your programming toolbox with new perspectives and hands-on techniques. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Can you improve the speed and efficiency of your applications without investing in new hardware? Well, yes, you can: Innovations in algorithms and data structures have led to huge advances in application performance. Pick up this book to discover a collection of advanced algorithms that will make you a more effective developer. About the book Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. You’ll discover cutting-edge approaches to a variety of tricky scenarios. You’ll even learn to design your own data structures for projects that require a custom solution. What's inside Build on basic data structures you already know Profile your algorithms to speed up application Store and query strings efficiently Distribute clustering algorithms with MapReduce Solve logistics problems using graphs and optimization algorithms About the reader For intermediate programmers. About the author Marcello La Rocca is a research scientist and a full-stack engineer. His focus is on optimization algorithms, genetic algorithms, machine learning, and quantum computing. Table of Contents 1 Introducing data structures PART 1 IMPROVING OVER BASIC DATA STRUCTURES 2 Improving priority queues: d-way heaps 3 Treaps: Using randomization to balance binary search trees 4 Bloom filters: Reducing the memory for tracking content 5 Disjoint sets: Sub-linear time processing 6 Trie, radix trie: Efficient string search 7 Use case: LRU cache PART 2 MULTIDEMENSIONAL QUERIES 8 Nearest neighbors search 9 K-d trees: Multidimensional data indexing 10 Similarity Search Trees: Approximate nearest neighbors search for image retrieval 11 Applications of nearest neighbor search 12 Clustering 13 Parallel clustering: MapReduce and canopy clustering PART 3 PLANAR GRAPHS AND MINIMUM CROSSING NUMBER 14 An introduction to graphs: Finding paths of minimum distance 15 Graph embeddings and planarity: Drawing graphs with minimal edge intersections 16 Gradient descent: Optimization problems (not just) on graphs 17 Simulated annealing: Optimization beyond local minima 18 Genetic algorithms: Biologically inspired, fast-converging optimization
Author: Marcello La Rocca
Publisher: Simon and Schuster
ISBN: 1638350221
Category : Computers
Languages : en
Pages : 768
Get Book
Book Description
Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. Summary As a software engineer, you’ll encounter countless programming challenges that initially seem confusing, difficult, or even impossible. Don’t despair! Many of these “new” problems already have well-established solutions. Advanced Algorithms and Data Structures teaches you powerful approaches to a wide range of tricky coding challenges that you can adapt and apply to your own applications. Providing a balanced blend of classic, advanced, and new algorithms, this practical guide upgrades your programming toolbox with new perspectives and hands-on techniques. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Can you improve the speed and efficiency of your applications without investing in new hardware? Well, yes, you can: Innovations in algorithms and data structures have led to huge advances in application performance. Pick up this book to discover a collection of advanced algorithms that will make you a more effective developer. About the book Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. You’ll discover cutting-edge approaches to a variety of tricky scenarios. You’ll even learn to design your own data structures for projects that require a custom solution. What's inside Build on basic data structures you already know Profile your algorithms to speed up application Store and query strings efficiently Distribute clustering algorithms with MapReduce Solve logistics problems using graphs and optimization algorithms About the reader For intermediate programmers. About the author Marcello La Rocca is a research scientist and a full-stack engineer. His focus is on optimization algorithms, genetic algorithms, machine learning, and quantum computing. Table of Contents 1 Introducing data structures PART 1 IMPROVING OVER BASIC DATA STRUCTURES 2 Improving priority queues: d-way heaps 3 Treaps: Using randomization to balance binary search trees 4 Bloom filters: Reducing the memory for tracking content 5 Disjoint sets: Sub-linear time processing 6 Trie, radix trie: Efficient string search 7 Use case: LRU cache PART 2 MULTIDEMENSIONAL QUERIES 8 Nearest neighbors search 9 K-d trees: Multidimensional data indexing 10 Similarity Search Trees: Approximate nearest neighbors search for image retrieval 11 Applications of nearest neighbor search 12 Clustering 13 Parallel clustering: MapReduce and canopy clustering PART 3 PLANAR GRAPHS AND MINIMUM CROSSING NUMBER 14 An introduction to graphs: Finding paths of minimum distance 15 Graph embeddings and planarity: Drawing graphs with minimal edge intersections 16 Gradient descent: Optimization problems (not just) on graphs 17 Simulated annealing: Optimization beyond local minima 18 Genetic algorithms: Biologically inspired, fast-converging optimization
Author: Emma Baulch
Publisher: Springer
ISBN: 9402412514
Category : Social Science
Languages : en
Pages : 131
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Book Description
This book offers a detailed account of a range of mHealth initiatives across South, Southeast and East Asia. It provides readers with deep insights into the challenges such initiatives face on the ground, and a view of the diverse cultural contexts shaping strategies for overcoming these challenges. The book brings together various discussions on the broader mHealth literature, and demonstrates how a research focus on diverse Asian contexts influences the success and/or failure of current mHealth initiatives. It also highlights the important roles social scientists can play in advancing theoretical approaches, as well as planning, implementing and evaluating mHealth initiatives. The book is a valuable resource for project planners, policy developers in NGOs and government institutions, as well as academics, researchers and students in the fields of public health, communications and development studies. This book is open access under a CC BY license
Author:
Publisher: ScholarlyEditions
ISBN: 1481670379
Category : Medical
Languages : en
Pages : 541
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Book Description
Advances in Escherichia Research and Application: 2013 Edition is a ScholarlyBrief™ that delivers timely, authoritative, comprehensive, and specialized information about ZZZAdditional Research in a concise format. The editors have built Advances in Escherichia Research and Application: 2013 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about ZZZAdditional Research in this book to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Advances in Escherichia Research and Application: 2013 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.
Author: Wolfgang Banzhaf
Publisher: Springer Nature
ISBN: 9819938147
Category : Computers
Languages : en
Pages : 764
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Book Description
This book, written by leading international researchers of evolutionary approaches to machine learning, explores various ways evolution can address machine learning problems and improve current methods of machine learning. Topics in this book are organized into five parts. The first part introduces some fundamental concepts and overviews of evolutionary approaches to the three different classes of learning employed in machine learning. The second addresses the use of evolutionary computation as a machine learning technique describing methodologic improvements for evolutionary clustering, classification, regression, and ensemble learning. The third part explores the connection between evolution and neural networks, in particular the connection to deep learning, generative and adversarial models as well as the exciting potential of evolution with large language models. The fourth part focuses on the use of evolutionary computation for supporting machine learning methods. This includes methodological developments for evolutionary data preparation, model parametrization, design, and validation. The final part covers several chapters on applications in medicine, robotics, science, finance, and other disciplines. Readers find reviews of application areas and can discover large-scale, real-world applications of evolutionary machine learning to a variety of problem domains. This book will serve as an essential reference for researchers, postgraduate students, practitioners in industry and all those interested in evolutionary approaches to machine learning.
Author: Krystle Shapiro MSHN LMT
Publisher: LifeRich Publishing
ISBN: 1489718990
Category : Psychology
Languages : en
Pages : 66
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Book Description
The statistics about veteran suicide have changed little over the years, hovering most consistently at twenty suicides a day. Most emphasis has been placed on increasing the availability of mental health services for returning soldiers, yet theaters of war present a myriad of factors affecting human health from exposures to toxic elements, extreme environments, and a lack of proper nutrition, not to mention the emotional experiences that all together create a cascade of individualized chemical messenger responses to unrelenting stressors. The War Within informs soldiers, veterans, family members, and caretakers how to first understand what happens to the body under such stressors in theaters of war and how this affects the brain. Once one understands what has happened to the physical body, then appropriate decisions and practices can be undertaken to restore the physical reserves of our warriors, ultimately reversing the heartbreaking suicidal trend that we recognize is currently taking place. The War Within presents a five-part, well-researched program that can serve as a vital complement to the important mental health programs presently being provided for our soldiers and veterans. This program is easy to implement into daily routines, and it enables restoration of optimal brain function, thus reducing the incidence of depression, hopelessness, fatigue, and suicidal ideation.
Author:
Publisher: Jeffrey Frank Jones
ISBN:
Category :
Languages : en
Pages : 604
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Book Description
Over 600 total pages ... CONTENTS: Army Combat Fitness Test Training Guide Version 1.2 FIELD TESTING MANUAL Army Combat Fitness Test Version 1.4 Army Combat Fitness Test CALL NO. 18-37, September 2018 FM 7-22 ARMY PHYSICAL READINESS TRAINING, October 2012 IOC TESTING - ACFT EQUIPMENT LIST (1 X LANE REQUIREMENT) Version 1.1, 4 September 2018 ACFT Field Test Highlight Poster (Final) OVERVIEW: The Army will replace the Army Physical Fitness Test (APFT) with the Army Combat Fitness Test (ACFT) as the physical fitness test of record beginning in FY21. To accomplish this, the ACFT will be implemented in three phases. Phase 1 (Initial Operating Capability – IOC) includes a limited user Field Test with approximately 60 battalion-sized units from across all components of the Army. While the ACFT is backed by thorough scientific research and has undergone several revisions, there are still details that have not been finalized. The ACFT requires a testing site with a two-mile run course and a flat field space approximately 40 x 40 meters. The field space should be grass (well maintained and cut) or artificial turf that is generally flat and free of debris. While maintaining testing standards and requirements, commanders will make adjustments for local conditions when necessary. The start and finish point for the two-mile run course must be in close proximity to the Leg Tuck station. When test events are conducted indoors, the surface must be artificial turf only. Wood and rubberized surfaces are not authorized as they impact the speed of the Sprint-Drag-Carry. When environmental conditions prohibit outdoor testing, an indoor track may be used for the 2 Mile Run. The Test OIC or NCOIC are responsible to inspect and certify the site and determine the number of testing lanes. There should not be more than 4 Soldiers per testing group for the SPT, HRP, and SDC. The OIC or NCOIC must add additional lanes or move Soldiers to a later testing session to ensure no more than 4 Soldiers per testing group. Concerns related to Soldiers, graders, or commanders will be addressed prior to test day. The number of lanes varies by number of Soldiers testing. A 16-lane ACFT site will have the following: ACFT specific test equipment requirements: 16 hexagon/trap bars (60 pounds), each with a set of locking collars. While all NSN approved hexagon bars must weigh 60 pounds, there is always a small manufacturer’s production tolerance.The approved weight tolerance for the hexagon bar is + 2 pounds (58-62 pounds). Weight tolerance for the hexagon bar and therefore the 3 Repetition Maximum Deadlift does not include the collars. On average hexagon bar collars weigh < 2.0 pounds per pair and are considered incidental to the totalweight of the MDL weight. Approximately 3,000 lbs. of bumper plates. 16 x 10 lb. medicine ball 16 x nylon sled with pull straps. 32 x 40 lb. kettle bells. Permanent or mobile pull up bars (16 x pull-up bars at approximately 7.5 feet off the ground with,step-ups for shorter Soldiers). Common unit equipment for set-up and grading: 16 stop watches. 8 x 25m tape measures. 8 x wooden or PVC marking sticks for the SPT. One stick for every two lanes. 70 x 18” traffic cones. 50 field / dome cones. A soft, flat, dry test area approximately 40m x 40m on grass or artificial turf (half of a soccer or football field). A site that is free of any significant hazards. A preparation area (can be same as briefing area) to conduct Preparation Drill. A generally flat, measured running course with a solid, improved surface that is not more than 3 percent uphill grade and has no overall decline (start and finish must be at the same altitude).
Author: Paul Greer
Publisher: Trotman, Limited
ISBN:
Category : Education
Languages : en
Pages : 108
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Book Description
The medical profession has a rich and varied history, and the future of medicine is no different. Do you have what it takes to commit to the lengthy training, and dedicate your life to helping others? To make an informed choice about whether you want to work in medicine, you need to know what the profession is about, and this book does just that.
Author: Jeff Poteiger
Publisher: Lippincott Williams & Wilkins
ISBN: 197521787X
Category : Medical
Languages : en
Pages : 801
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Book Description
Presenting an engaging, up-to-date overview of exercise science and its related fields, ACSM’s Introduction to Exercise Science, 4th Edition, guides students to success throughout their courses and delivers a robust exploration of potential careers for today’s exercise science professionals. This full-color resource combines a succinct, accessible approach with the proven expertise of the American College of Sports Medicine — the leading authority in exercise science and sports medicine — to establish a practical understanding of how human movement assists individuals in their pursuit of good health, appropriate levels of physical activity and exercise, and successful sport and athletic performance. Each chapter illustrates the importance and practical relevance of key topics and provides an insider’s view of the profession through fascinating interviews and online video profiles and field trips. Updated to meet the needs of today’s emerging professionals, this 4th Edition incorporates new resources that emphasize application and help students make a confident transition to practice.
Author: CJ ROY
Publisher: CJ Roy
ISBN:
Category : Philosophy
Languages : en
Pages : 621
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Book Description
This book is an interdisciplinary theoretical effort to explain the mind-body problem. Conscious mind is the hard problem to be explained and is the utmost existential question for any scientific mind. Neither a reductionist identity theory nor a commonsense-religious dualism can answer the problem. Human cognitive system can have a natural explanation rather than a religious description. To reduce the mind as what the brain does is too premature and to separate the mind and brain as two independent realities is too trivial. The hypothesis of the book identifies the conscious mind with the emergent functionality of the human brain. And, this is definitely an approximate guess. This informed guess is a challenge to many previously established theories and is an invitation for further research. It demystifies the age old homunculus mind and does not explains it away. To elaborate the theme, the author has incorporated themes such as complex system dynamics, evolution, cosmology, thermodynamics, information and emergence. The philosophical discussion on the first three chapters govern as an intuitive background for the theoretical development in further chapters. It affirms that the mind and brain are neither two dichotomized substances nor are they one and same substance. Chapters from four to eight deal with various themes from natural science with respect to the theme of mind-brain. they involve system dynamics, cosmology, thermodynamics, evolutionary theory and information model. Last chapter assimilates the discussions of previous chapters to propose the key hypothesis of the book viz. mind-brain is the emergent functionality of the human brain which is the matter-energy-information complex system. The universe, which itself is a matter-energy-information system, at least in one occasion, becomes conscious of itself through humans.
Author: Bright George
Publisher:
ISBN: 9781447842989
Category :
Languages : en
Pages : 0
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Book Description
Uncover the truth behind the most common exercise and weight loss myths with "Fitness Uncovered: 101 Myths About Exercise and Weight Loss." This comprehensive guide debunks popular misconceptions and provides evidence-based information to help you achieve your fitness goals. From cardio to strength training, diet and nutrition, and weight loss, this book is an essential resource for anyone looking to improve their health and wellness. With practical tips, expert advice, and real-world examples, "Fitness Uncovered" is the ultimate guide to achieving your best self. Written to empower and motivate you, this book will help you break through mental barriers and overcome obstacles to achieve your fitness goals.
