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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Food, Health, and Culture in Latino Los Angeles
Contemporary Los Angeles can increasingly be considered a part of Latin America.Only 200 miles from the border with Mexico, it has the largest, most diverse population of Latinos in the United States—and reportedly the second largest population of Mexicans outside of Mexico City.It also has one of the most diverse representations of Latino gastronomy in the United States, featuring the cuisine of nearly every region of Mexico, countries such as Peru, Argentina, Guatemala and El Salvador, as well as an incredible variety of Asian-Latin fusion cuisine.Despite the expansion of Latino cuisine's popularity in Los Angeles and the celebrity of many Latino chefs, there is a stark divide between what is available at restaurants and food trucks and what is available to many low-income, urban Latinos who live in food deserts.In these areas, access to healthy, affordable, culturally appropriate foods is a daily challenge.Food-related diseases, particularly diabetes and obesity, plague these communities.In the face of this crisis, grassroots organizations, policy-makers and local residents are working to improve access and affordability through a growing embrace of traditional cuisine, an emergent interest in the farm-to-table movement, and the work of local organizations.Angelinos are creating alternatives to the industrial food system that offer hope for Latino food culture and health in Los Angeles and beyond. This book provides an overview of contemporary L.A.’s Latino food culture, introducing some of the most important chefs in the Latino food scene, and discussing the history and impact of Latino street food on culinary variety in Los Angeles.Along with food culture, the book also discusses alternative sources of healthy food for low-income communities: farmers markets, community and school gardens, urban farms, and new neighborhood markets that work to address the inequalities in access and affordability for Latino residents.By making the connection between Latino food culture and the Latino communities’ food related health issues, this study approaches the issue from a unique perspective.
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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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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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Looking for good YouTubers for beauty, fashion, and lifestyle?
If you are looking for good YouTubers for beauty, fashion, and lifestyle content, some popular and highly recommended creators include Zoella, Tanya Burr, and Ingrid Nilsen. These creators consistently produce high-quality videos on makeup tutorials, fashion hauls, and lifestyle tips. Additionally, channels like Jackie Aina, Patricia Bright, and Jenn Im offer diverse perspectives and content within the beauty, fashion, and lifestyle genres.
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Are you looking for good YouTubers for beauty, fashion, and lifestyle?
Yes, I am looking for good YouTubers who create content related to beauty, fashion, and lifestyle. I enjoy watching videos that provide tips, tutorials, and inspiration in these areas. It's always great to discover new creators who share valuable insights and recommendations on beauty products, fashion trends, and lifestyle habits.
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Food and Lifestyle in Health and Disease
Food and Lifestyle in Health and Disease gathers information on various food types providing an explanation of their nutrient composition, sources, roles, and mechanisms in health and diseases.To obtain good health practices and prevent diseases, it is necessary to understand links in the relationship of food, lifestyle, environment, and health.This book is a vital source for research topics related to these issues, including the following: Analysis of various types of food and lifestyles for the prevention and treatment of diseases and disorders, including cardiovascular disorders, cancers, neurodegenerative diseases, diabetes, hypertension, and obesity. The influences of environmental pollution, synergistic effects of different foods, and synergy of foods with physical activity or medicine. The roles of animal, fungal, and plant source foods in human health and disease. This book is appropriate for health-conscious users, health care providers and practitioners, teachers, and researchers.
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Cell Culture Technology
This textbook provides an overview on current cell culture techniques, conditions, and applications specifically focusing on human cell culture.This book is based on lectures, seminars and practical courses in stem cells, tissue engineering, regenerative medicine and 3D cell culture held at the University of Natural Resources and Life Sciences Vienna BOKU and the Gottfried Wilhelm Leibniz University Hannover, complemented by contributions from international experts, and therefore delivers in a compact and clear way important theoretical, as well as practical knowledge to advanced graduate students on cell culture techniques and the current status of research. The book is written for Master students and PhD candidates in biotechnology, tissue engineering and biomedicine working with mammalian, and specifically human cells. It will be of interest to doctoral colleges, Master- and PhD programs teaching courses in this area of research.
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Vital Beauty Primrose Double Plan,Korean health food
Target audience: Women Type: Pill/Capsule Total capsule/tablet quantity: 280 capsules
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Algorithms : Technology, Culture, Politics
Algorithms: Technology, Culture, Politics develops a relational, situated approach to algorithms.It takes a middle ground between theories that give the algorithm a singular and stable meaning in using it as a central analytic category for contemporary society and theories that dissolve the term into the details of empirical studies. The book discusses algorithms in relation to hardware and material conditions, code, data, and subjects such as users, programmers, but also “data doubles”.The individual chapters bridge critical discussions on bias, exclusion, or responsibility with the necessary detail on the contemporary state of information technology.The examples include state-of-the-art applications of machine learning, such as self-driving cars, and large language models such as GPT. The book will be of interest for everyone engaging critically with algorithms, particularly in the social sciences, media studies, STS, political theory, or philosophy.With its broad scope it can serve as a high-level introduction that picks up and builds on more than two decades of critical research on algorithms.
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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 some French YouTubers in the beauty, lifestyle, and fashion industry?
Some popular French YouTubers in the beauty, lifestyle, and fashion industry include Sananas, EnjoyPhoenix, and Léna Situations. Sananas is known for her makeup tutorials and product reviews, EnjoyPhoenix creates content on fashion, beauty, and lifestyle, and Léna Situations shares fashion hauls, vlogs, and beauty tips. These YouTubers have a large following and are influential in the French beauty, lifestyle, and fashion community.
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What are some French YouTubers in the fields of beauty, lifestyle, and fashion?
Some popular French YouTubers in the fields of beauty, lifestyle, and fashion include EnjoyPhoenix, Sananas, and Lufy. EnjoyPhoenix is known for her beauty and lifestyle content, while Sananas focuses on makeup tutorials and fashion hauls. Lufy creates videos on fashion, beauty, and lifestyle, often sharing her favorite products and fashion tips with her audience.
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What is a cool YouTube name for a channel about beauty, fashion, and lifestyle?
A cool YouTube name for a channel about beauty, fashion, and lifestyle could be "GlamLifeGuru" or "ChicStyleDiaries." These names convey a sense of expertise and authority in the beauty and fashion world, while also hinting at a glamorous and stylish lifestyle. Another option could be "TrendyTrove" which suggests a collection of trendy and fashionable content.
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