{"title":"Amita Kapoor","description":null,"products":[{"product_id":"hands-on-artificial-intelligence-for-iot-book-amita-kapoor-9781788836067","title":"Hands-On Artificial Intelligence for IoT","description":"Build smarter systems by combining artificial intelligence and the Internet of Things—two of the most talked about topics today  Key Features  Leverage the power of Python libraries such as TensorFlow and Keras to work with real-time IoT data Process IoT data and predict outcomes in real time to build smart IoT models Cover practical case studies on industrial IoT, smart cities, and home automation  Book DescriptionThere are many applications that use data science and analytics to gain insights from terabytes of data. These apps, however, do not address the challenge of continually discovering patterns for IoT data. In Hands-On Artificial Intelligence for IoT, we cover various aspects of artificial intelligence (AI) and its implementation to make your IoT solutions smarter.  This book starts by covering the process of gathering and preprocessing IoT data gathered from distributed sources. You will learn different AI techniques such as machine learning, deep learning, reinforcement learning, and natural language processing to build smart IoT systems. You will also leverage the power of AI to handle real-time data coming from wearable devices. As you progress through the book, techniques for building models that work with different kinds of data generated and consumed by IoT devices such as time series, images, and audio will be covered. Useful case studies on four major application areas of IoT solutions are a key focal point of this book. In the concluding chapters, you will leverage the power of widely used Python libraries, TensorFlow and Keras, to build different kinds of smart AI models.  By the end of this book, you will be able to build smart AI-powered IoT apps with confidence.  What you will learn  Apply different AI techniques including machine learning and deep learning using TensorFlow and Keras Access and process data from various distributed sources Perform supervised and unsupervised machine learning for IoT data Implement distributed processing of IoT data over Apache Spark using the MLLib and H2O.ai platforms Forecast time-series data using deep learning methods Implementing AI from case studies in Personal IoT, Industrial IoT, and Smart Cities Gain unique insights from data obtained from wearable devices and smart devices  Who this book is forIf you are a data science professional or a machine learning developer looking to build smart systems for IoT, Hands-On Artificial Intelligence for IoT is for you. If you want to learn how popular artificial intelligence (AI) techniques can be used in the Internet of Things domain, this book will also be of benefit. A basic understanding of machine learning concepts will be required to get the best out of this book.","brand":"WoB","offers":[{"title":"US \/ NEW \/ INGRAM","offer_id":51050570744081,"sku":"NIN9781788836067","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ GOOD \/ INTERNAL","offer_id":51436786876689,"sku":"GOR014278705","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ NEW \/ INGRAM","offer_id":52618975478033,"sku":"NLS9781788836067","price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/1788836065.jpg?v=1776334579"},{"product_id":"platform-and-model-design-for-responsible-ai-book-amita-kapoor-9781803237077","title":"Platform and Model Design for Responsible AI","description":"Craft ethical AI projects with privacy, fairness, and risk assessment features for scalable and distributed systems while maintaining explainability and sustainability  Purchase of the print or Kindle book includes a free PDF eBook  Key Features  Learn risk assessment for machine learning frameworks in a global landscape Discover patterns for next-generation AI ecosystems for successful product design Make explainable predictions for privacy and fairness-enabled ML training  Book DescriptionAI algorithms are ubiquitous and used for tasks, from recruiting to deciding who will get a loan. With such widespread use of AI in the decision-making process, it’s necessary to build an explainable, responsible, transparent, and trustworthy AI-enabled system. With Platform and Model Design for Responsible AI, you’ll be able to make existing black box models transparent. You’ll be able to identify and eliminate bias in your models, deal with uncertainty arising from both data and model limitations, and provide a responsible AI solution. You’ll start by designing ethical models for traditional and deep learning ML models, as well as deploying them in a sustainable production setup. After that, you’ll learn how to set up data pipelines, validate datasets, and set up component microservices in a secure and private way in any cloud-agnostic framework. You’ll then build a fair and private ML model with proper constraints, tune the hyperparameters, and evaluate the model metrics. By the end of this book, you’ll know the best practices to comply with data privacy and ethics laws, in addition to the techniques needed for data anonymization. You’ll be able to develop models with explainability, store them in feature stores, and handle uncertainty in model predictions.What you will learn  Understand the threats and risks involved in ML models Discover varying levels of risk mitigation strategies and risk tiering tools Apply traditional and deep learning optimization techniques efficiently Build auditable and interpretable ML models and feature stores Understand the concept of uncertainty and explore model explainability tools Develop models for different clouds including AWS, Azure, and GCP Explore ML orchestration tools such as Kubeflow and Vertex AI Incorporate privacy and fairness in ML models from design to deployment  Who this book is forThis book is for experienced machine learning professionals looking to understand the risks and leakages of ML models and frameworks, and learn to develop and use reusable components to reduce effort and cost in setting up and maintaining the AI ecosystem.","brand":"WoB","offers":[{"title":"- \/ - \/ -","offer_id":51052013682961,"sku":"","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":51052016632081,"sku":"NIN9781803237077","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ NEW \/ INGRAM","offer_id":52669168058641,"sku":"NLS9781803237077","price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/1803237074.jpg?v=1751026632"},{"product_id":"hands-on-artificial-intelligence-for-iot-book-amita-kapoor-9781835467183","title":"Hands-On Artificial Intelligence for IoT","description":"The Treasure of Heaven: A Romance of Riches explores the deep emotional struggles of an individual caught between wealth and personal fulfillment. The narrative delves into the inner conflict of an individual who, despite material abundance, faces emptiness and dissatisfaction. The journey highlights the fragility of life and the fleeting nature of wealth, contrasting it with the enduring human need for meaningful connections and love. It reflects on the consequences of neglecting emotional and spiritual well-being in pursuit of material success, emphasizing the loneliness that often accompanies wealth. The exploration of legacy and the search for a lasting impact also plays a central role, as the protagonist grapples with the question of who will inherit his fortune, confronting his own mortality. The novel enhances the notion of inner reflection, showing how one's perception of success evolves when faced with the passage of time and the weight of lost opportunities. The introspective tone encourages a reevaluation of what truly constitutes wealth, urging a focus on the intangible aspects of life that bring fulfillment.","brand":"WoB","offers":[{"title":"GB \/ NEW \/ INGRAM","offer_id":52599878615313,"sku":"NLS9781835467183","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":52755608895761,"sku":"NIN9781835467183","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9781835467183.jpg?v=1767094753"}],"url":"https:\/\/www.worldofbooks.com\/en-gb\/collections\/author-books-by-amita-kapoor.oembed","provider":"World of Books ","version":"1.0","type":"link"}