Products related to Robustness:
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Machine Learning Algorithms : Adversarial Robustness in Signal Processing
This book demonstrates the optimal adversarial attacks against several important signal processing algorithms.Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks.Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing.Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA).As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system.The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features.The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis.In the end, the authors consider the adversarial robustness of the subspace learning problem.The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects.R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.
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Model Predictive Control for AC Motors : Robustness and Accuracy Improvement Techniques
This book introduces how to improve the accuracy and robustness of model predictive control.Firstly, the disturbance observation- and compensation-based method is developed.Secondly, direct parameter identification methods are developed.Thirdly, the seldom-focused-on issues such as sampling and delay problems are solved in this book.Overall, this book solves the problems in a systematic and innovative way. Chapter 2 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com
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Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies.AI offers the ability to solve many problems today if implemented correctly and responsibly.This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML.It begins with an examination of the foundational elements of responsibility, principles, and data.Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness.The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithms
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Controlling High Blood Pressure through Nutrition, Nutritional Supplements, Lifestyle, and Drugs
Controlling High Blood Pressure through Nutrition, Nutritional Supplements, Lifestyle, and Drugs helps prevent and treat high blood pressure and hypertension, the most common primary diagnosis in the United States and a leading cause of heart attack, heart failure, kidney failure, and stroke. Written by two leading experts in nutrition and hypertension, it takes an integrative and evidence-based approach based on scientific research and clinical studies.It explains what causes high blood pressure and includes easy-to-follow solutions for patients that help to treat and prevent it.These include:The ideal drugs to reduce blood pressure with fewest side effects and optimal efficacyA nutrition program to reduce weight and lower the risk of a cardiovascular problemA comprehensive review of nutritional supplements to improve blood pressure control and reduce cardiovascular diseaseA review of lifestyle changes to improve blood pressure such as a detailed exercise program. This book is for doctors, nutritionists, naturopaths, pharmacists and other health practitioners as well as anyone with a family history of hypertension or overt blood pressure issues that would like to make better and healthier lifestyle choices.
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How good is the durability and robustness of tattoos?
Tattoos are generally considered to be quite durable and robust, as they are designed to be permanent markings on the skin. The longevity of a tattoo can vary depending on factors such as the quality of the ink, the skill of the tattoo artist, and how well the tattoo is cared for during the healing process and beyond. While tattoos can fade over time due to factors like sun exposure and aging, they are generally considered to be a long-lasting form of body art.
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Which engine is better in terms of technology robustness: 4Mix or 2Mix?
In terms of technology robustness, the 4Mix engine is generally considered to be better than the 2Mix engine. The 4Mix engine is a four-stroke engine that combines the benefits of both two-stroke and four-stroke engines, resulting in improved fuel efficiency, reduced emissions, and smoother operation. It also has a more complex design and additional components, which contribute to its overall robustness and durability compared to the simpler 2Mix engine. Overall, the 4Mix engine is a more advanced and technologically robust option for various applications.
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Which flowers are known for their robustness and can withstand strong winds well?
Some flowers known for their robustness and ability to withstand strong winds well include sunflowers, marigolds, and lavender. These flowers have sturdy stems and roots that help them stay upright in windy conditions. Additionally, their thick foliage and strong structure make them more resilient to the elements.
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What are fitness supplements?
Fitness supplements are products designed to support athletic performance, muscle growth, and overall health and wellness. They often come in the form of pills, powders, or liquids and contain a variety of vitamins, minerals, amino acids, and other ingredients that are believed to enhance physical performance and recovery. While some fitness supplements can be beneficial when used correctly and in conjunction with a healthy diet and exercise routine, it is important to consult with a healthcare provider before adding any new supplements to your regimen.
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Online Vegan Health, Nutrition & Lifestyle Course Certificate
Find some new favourite meals with the Online Vegan Health, Nutrition and Lifestyle Course Certificate This online course is the perfect way to get to grips with veganism and improve your lifestyle Provides a detailed look into the vegan lifestyle and how you can transform your eating habits With an in-depth segment on nutrition and vitamins, minerals and proteins included Includes meal plans and suggestions to make life easier at the supermarket With modules focusing on clothing, cosmetics, cleaning products and more too. Also has a focus on prenatal and antenatal phases With lifetime access to your course and is compatible with most devices Includes a certificate at the end, 24/7 student support and a Student Discount card 5* score on Trustpilot. Save 91% on the Online Vegan Health, Nutrition and Lifestyle Course Certificate
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Nutrition & Human Health – Wellness and Vitality Guide John Academy Code
With our Nutrition and Human Health course, you'll learn all about the function of nutrition in improving human health. This course is intended for anyone who wants to learn how dietary choices affect well-being. With no prior knowledge required. Discover fundamental concepts and practical applications to support healthy lifestyle choices. Features: Interactive Learning: Engage in real-life scenarios and case studies that demonstrate nutrition's impact on health. Expert Instructors: Learn fro...
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Nutrition and Supplements in Cycling
Nutrition and Supplements in Cycling provides a blueprint for all the key nutritional aspects a cyclist should consider from health to macro- and micro-nutrients, and the finer details, such as sports supplements to improve competitive performance.As a result, cyclists and coaches can use this book as a handbook to help with supporting their own (or their athletes') health and performance through evidence-based nutrition. The nutritional demands of cycling are as diverse as the number of disciplines in the sport.To address this issue, this book covers the nutritional strategies for short- and long-distance disciplines and considers the implications of training and racing in a variety of environmental conditions.The book is divided into two distinct parts that are structured around the nutrition demands and practices of cyclists and an evaluation of novel and existing supplements that are currently being used or considered by riders. This book represents a go-to resource for cyclists, performance nutritionists, coaches, and students looking for the most effective and up-to-date evidence-based nutritional strategies for enhancing cycling performance.It brings together a team of emerging and world-leading academics, along with practitioners and riders from the UCI World and Pro Tours, to provide insightful evaluations of the latest science and to translate that knowledge into practical recommendations.Finally, it presents a model of reflective practice designed to enhance the performance nutrition practitioner’s development and practices. This book is key reading for active cyclists, cycling coaches, and athletes, as well as researchers and students of sport and exercise science, nutrition, human performance, and exercise physiology.
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Williams' Nutrition for Health Fitness and Sport ISE
Nutrition for Health, Fitness and Sport uses a question-answer approach, which is convenient when you may have occasional short periods to study, such as riding a bus or during a lunch break.In addition, the questions are arranged in a logical sequence, the answer to one question often leading into the question that follows.Where appropriate, cross-referencing within the text is used to expand the discussion.No deep scientific background is needed for the chemical aspects of nutrition and energy expenditure, as these have been simplified.Instructors who use this book as a course text may add details of biochemistry as they feel necessary.
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Can fitness supplements affect fertility?
Yes, fitness supplements can affect fertility. Some supplements, such as anabolic steroids and high doses of certain vitamins, can disrupt hormone levels and potentially impact fertility in both men and women. It's important to consult with a healthcare professional before taking any fitness supplements, especially if you are trying to conceive. Additionally, maintaining a balanced diet and regular exercise routine is crucial for overall reproductive health.
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Can someone who is a beginner in fitness please help me with nutrition, including supplements, etc.?
Yes, as a beginner in fitness, it's important to focus on a balanced and nutritious diet that includes a variety of fruits, vegetables, lean proteins, whole grains, and healthy fats. It's also important to stay hydrated by drinking plenty of water throughout the day. As for supplements, it's best to consult with a healthcare professional or a registered dietitian to determine if you have any specific nutrient deficiencies that may require supplementation. In general, it's best to get nutrients from whole foods whenever possible, but some people may benefit from certain supplements such as vitamin D or omega-3 fatty acids.
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Could fitness supplements potentially affect fertility?
Yes, fitness supplements could potentially affect fertility. Some supplements may contain ingredients that can disrupt hormone levels or interfere with reproductive function. It is important to consult with a healthcare provider before taking any fitness supplements, especially if you are trying to conceive. Additionally, maintaining a balanced diet and healthy lifestyle is crucial for overall reproductive health.
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Which fitness lifestyle would you follow?
I would follow a balanced fitness lifestyle that includes a mix of cardiovascular exercise, strength training, flexibility work, and rest. I believe in the importance of variety to keep things interesting and to work different muscle groups. Additionally, I would focus on setting realistic goals, listening to my body, and making sustainable changes to my diet and exercise routine. Overall, I believe in a holistic approach to fitness that prioritizes both physical and mental well-being.
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