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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Portable Accessories Box Screw Sorting Box Hardware Accessories Hardware Tools Screwdriver
Portable Accessories Box Screw Sorting Box Hardware Accessories Hardware Tools Screwdriver
Price: 4.02 £ | Shipping*: 1.99 £
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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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What tools, materials, and equipment do teachers work with?
Teachers work with a variety of tools, materials, and equipment in their daily work. Some common tools include whiteboards, markers, and projectors for delivering lessons. Materials such as textbooks, worksheets, and manipulatives are used to support student learning. Equipment like computers, printers, and audio-visual devices are also essential for creating engaging lessons and activities. Overall, teachers rely on a combination of traditional and modern tools to effectively educate their students.
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With which work tools, materials, and equipment do teachers work?
Teachers work with a variety of tools, materials, and equipment in their daily tasks. Some common tools include computers, projectors, whiteboards, and pens. Materials can range from textbooks and worksheets to art supplies and science equipment. Additionally, teachers may use equipment such as printers, laminators, and document cameras to enhance their teaching methods and create engaging learning experiences for students.
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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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25mm key ring four chain toy accessories Hardware accessories diy handmade materials
25mm key ring four chain toy accessories Hardware accessories diy handmade materials
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Kit of survival accessories 29 tools equipment
If you like hiking, fishing, hunting and you like to go out in nature, this survival accessory kit will be of great use to you.. It brings together 29 ultra-practical equipment. It is compact and lightweight* Size : 11x7x3cm * Random color : olive green or black * Description of tools : 1 x cotton 1x whistle 1 x needle 1 x knife blade 1 x fire starter 1 x arte tools 1x Specifications 1 x wire saw 1 x aluminum foil 1x flashlight 1 x mountaineering loop 1 x royal buckle 1x compass 1 x climbing rope 1 x fishing rod 2 x bandages 2 x alcohol pads 2 x return needles 2 x safety pins 2 x fishing weights 1 x fishing line 2 x fishing hooks 2 x fishing plugs Functions : multi tool survival Contents : 1 survival kit 29 pieces of equipment* Size : 11x7x3cm * Random color : olive green or black * Description of tools : 1 x cotton 1x whistle 1 x needle 1 x knife blade 1 x fire starter 1 x arte tools 1x Specifications 1 x wire saw 1 x aluminum foil 1x flashlight 1 x mountaineering loop 1 x royal buckle 1x compass 1 x climbing rope 1 x fishing rod 2 x bandages 2 x alcohol pads 2 x return needles 2 x safety pins 2 x fishing weights 1 x fishing line 2 x fishing hooks 2 x fishing plugs Functions : multi tool survival Contents : 1 survival kit 29 pieces of equipment
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90 Pieces home starter set kitchen supplies accessories kichen equipment tools cooking stainless steel cookware sets
Wholesale Price ,Trade Assurance | Alibaba.com
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Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White One Size beige
Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White Product dimensions and attributes - food grade silicone and free from , PVC, and . Reusable, elastic, fully adjustable, easy to hang. Suitable for small hands - The soft and elastic material reduces the risk of mouth injuries. The right size avoids choking hazard, safe and good for baby's development. Keep the pacifier clean: baby pacifiers are easily soiled by and other dirt when dropped to the floor. The dummy chain simply attaches the dummy to the baby's clothes and never it fall. Effectively keep the pacifiers/teethers/toys clean and away from and stains. EASY TO CLEAN AND USE - Our teething toys are easy to clean. Simply place it under running water and rinse it out after each use. Can be cooled and heated from -50°C to 230°C. Dry and store for next use. Gift of Love - The toy safety belt is perfect for Thanksgiving, Christmas and any other occasion as a gift and can be easily combined with other gifts. product contain：1 * pacifier chain Label: Yes Material: silica gel
Price: 8.85 € | Shipping*: 0.0 €
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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 would be a suitable title for tools, equipment, materials, and workplace safety?
A suitable title for tools, equipment, materials, and workplace safety could be "Ensuring a Safe and Efficient Work Environment." This title encompasses the importance of maintaining a safe workplace while also emphasizing the role of tools, equipment, and materials in achieving efficiency and productivity. It highlights the need for proper safety measures and the use of appropriate tools and equipment to create a conducive work environment.
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With which tools, equipment, materials, and work aids do you work in the daycare?
In the daycare, I work with a variety of tools, equipment, materials, and work aids to ensure the safety and well-being of the children. Some of the tools and equipment I use include toys, books, art supplies, and educational materials. I also utilize safety equipment such as first aid kits, fire extinguishers, and childproofing supplies. Additionally, I work with technology such as computers and tablets for educational purposes. These tools and aids help me create a stimulating and safe environment for the children in my care.
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Which horse breed do you find better to keep in terms of robustness, susceptibility to diseases, and attention to feeding?
In terms of robustness, susceptibility to diseases, and attention to feeding, I find that draft horse breeds such as the Percheron or Belgian are better to keep. These breeds are known for their strength and hardiness, making them less susceptible to certain health issues. They also have a lower risk of developing metabolic disorders and are generally easy keepers, requiring less feed and maintenance compared to other breeds. Additionally, their larger size and strong build make them well-suited for heavy work and pulling tasks.
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