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
Price: 27.99 £ | Shipping*: 0.00 £ -
Avengers Inc.: Action, Mystery, Adventure
Price: 16.99 £ | Shipping*: 3.99 £
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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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Search for an anime with adventure, action, and fantasy elements.
One anime that fits this description is "Fullmetal Alchemist: Brotherhood." This series follows two brothers, Edward and Alphonse Elric, as they search for the Philosopher's Stone to restore their bodies after a failed alchemical experiment. The show is filled with action-packed battles, magical elements, and a rich fantasy world. The brothers' journey is filled with adventure as they encounter various allies and enemies along the way.
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Looking for an anime with adventure, action, and fantasy elements.
One anime that fits this criteria is "Fullmetal Alchemist: Brotherhood." It follows the journey of two brothers, Edward and Alphonse Elric, as they search for the Philosopher's Stone to restore their bodies after a failed alchemical experiment. The series is filled with action-packed battles, magical elements, and a rich fantasy world. The story is engaging, with well-developed characters and a mix of adventure and fantasy themes that will keep viewers hooked from start to finish.
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Rise of the Exiled Lady : An Urban Fantasy Action Adventure
A phoenix has fallen, forever destroyed by the drowned druid's fury.Blinded by his obsession, Dunham unleashes his enslaved phoenixes against Quayla. The spectacular assault reveals the faeries to mankind, endangering the Exiled Lady's campaign to reclaim her throne. Desperate, Viviane trades one monster for another, offering Vitae his heart's desire.Terror and blood run rampant throughout Creation. Giggling faeries sell supernatural powers to murderers and madmen, reveling in the mayhem while mortal authorities struggle to contain the carnage.Alone and outmatched, Quayla must return to where her mistake launched their pending destruction. But will facing her demons strengthen her enough to save Atlanta or destroy her once and for all.
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Vision. Strategy. Action.
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Old Fashioned Murder : An Arrow Investigations Humorous, Action-Adventure Mystery
Bonding time with your grandmother should include baking and watching reruns of Murder She Wrote--not finding dead bodies! Whitley "Whit" Leland is an out-of-work stuntwoman with an attitude. Stuck in a sleepy mountain village with her wannabe PI grandmother, she's content to spend her time eating flaky pastries, mixing cocktails, and chasing after her wayward rescue dog. She also needs to keep her grandmother, Bobbie, out of trouble, which is more challenging than she expects. Between rehearsals with the Ukulele Ladies, Bobbie investigates a series of seemingly unrelated accidents targeting local musicians. Whit enjoys teasing Bobbie about her true crime obsession--after all, who would go to such lengths to win a small-town music competition? When Whit and Bobbie find one of the Ukulele Ladies dead, she starts to take her grandmother seriously. Is Bobbie next on the hit list? Whit will have to use her smarts and skills to track down the murderer before they know she's onto them. Can Whit, Bobbie, and their rogue Chihuahua solve the murder before someone else turns up dead?
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Dawnthief : An action-packed fantasy adventure filled with mercenaries, magic and mayhem
An action-packed fantasy following a crew of mercenaries on an epic quest.Full of mystery, battles and magic, this is perfect for fans of David GemmellChronicles of the Raven: OneELITE, UNSTOPPABLE ...AND HIRED TO DO THE UNTHINKABLEThe Raven are an elite.Formed of six men and an elf, they're swords for hire in the wars that have torn their land apart.For years their only loyalty has been to themselves, and to their code. But that time is coming to an end. The Wytch Lords have escaped and The Raven find themselves fighting for the Dark College of magic, on a mission which soon becomes a race for the secret location of Dawnthief.It's a spell - one created to end the world - and there's a danger that someone is going to use it ... Readers love Dawnthief:'Barclay writes with power, pace and a wonderful sense of humour' David Gemmell'This book was great, it had magic and swords and the old fashioned dungeons and dragons feel to it that I was craving' Goodreads reviewer, ? ? ? ? 'It's tense, a lot, because no one is safe. There's plenty of action and intrigue' Goodreads reviewer, ? ? ? ? 'The characters were loveable and I loved the fact that they weren't perfect, as in they made mistakes in how they fought and they got hurt' Goodreads reviewer, ? ? ? ? 'This was one hell of a ride! . . . Without a doubt, The Raven are some of the most colourful, engaging characters I've ever had the pleasure of traveling with' Goodreads reviewer, ? ? ? ? ? 'Barclay writes an exciting, action-packed story, with intelligent world-building and a fresh, believable magic system' Goodreads reviewer, ? ? ? ?
Price: 12.99 £ | Shipping*: 3.99 £
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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 examples of action, adventure, comedy, and fantasy anime?
Some examples of action anime include "Attack on Titan," "Naruto," and "One Piece." For adventure anime, "Hunter x Hunter," "One Piece," and "Made in Abyss" are popular choices. When it comes to comedy anime, "One Punch Man," "Gintama," and "The Devil is a Part-Timer!" are well-known series. Lastly, for fantasy anime, "Fullmetal Alchemist," "Sword Art Online," and "Fairy Tail" are widely enjoyed by fans.
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Top anime in the genres of action, fantasy, mystery, etc. are being sought.
Some of the top anime in the action genre include "Attack on Titan," "My Hero Academia," and "One Punch Man." For fantasy, popular choices are "Fullmetal Alchemist: Brotherhood," "Sword Art Online," and "Re:Zero - Starting Life in Another World." In the mystery genre, anime like "Death Note," "Steins;Gate," and "Detective Conan" are highly recommended. These anime are known for their engaging storylines, well-developed characters, and thrilling plot twists, making them favorites among fans of these genres.
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Top anime in the genres of Action, Fantasy, Mystery, etc. are being sought.
Some of the top anime in the action genre include "Attack on Titan," "My Hero Academia," and "One Punch Man." For fantasy, popular choices are "Fullmetal Alchemist: Brotherhood," "Sword Art Online," and "Fate/stay night." In the mystery genre, anime like "Death Note," "Detective Conan," and "Erased" are highly recommended. These anime series are known for their engaging storylines, well-developed characters, and thrilling plot twists that keep viewers hooked from start to finish.
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