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No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI's turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How...
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This is the first rigorous, self-contained treatment of the theory of deep learning. Starting with the foundations of the theory and building it up, this is essential reading for any scientists, instructors, and students interested in artificial intelligence and deep learning. It provides guidance on how to think about scientific questions, and leads readers through the history of the field and its fundamental connections to neuroscience. The author...
Description
The Introduction to Machine Learning: Art of the Possible course provides best practices and recommendations for machine learning (ML) competency and a roadmap for integrating ML into your business processes. This course focuses on business leaders and other decision makers currently or potentially involved in ML projects.--Publisher.
Description
This course introduces requirements to determine if machine learning (ML) is the appropriate solution to a business problem. This course includes presentations, videos, and knowledge assessments. In this course you will learn to identify the data, time, and production requirements for a successful ML project. Duration: 30 minutes.--Publisher.
Description
This course provides components needed for successful organizational adoption of machine learning (ML). This course includes presentations, videos, and knowledge assessments. In this course you will learn to describe how to adapt an organization to achieve and sustain success using ML. Duration: 30 minutes.--Publisher.
Description
Amazon SageMaker is a fully-managed service that enables data scientists and developers to quickly and easily build, train, and deploy machine learning models. In this introductory course we cover an overview of Amazon SageMaker and look specifically at the service’s three main components related to notebooks, training, and hosting.--Publisher.
Author
Description
Primitive software chatbots emerged in the 1960s, evolving swiftly through the decades and becoming able to provide engaging human-to-computer interactions sometime in the 1990s. Today, conversational technology is ubiquitous in many homes. Paired with web-searching abilities and neural networking, modern chatbots are capable of many tasks and are a major driving force behind machine learning and the quest for strong artificial intelligence, also...
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Artificial intelligence and machine learning are reshaping our world. Police forces use them to decide where to send police officers, judges to decide whom to release on bail, welfare agencies to decide which children are at risk of abuse, and Facebook and Google to rank content and distribute ads. In these spheres, and many others, powerful prediction tools are changing how decisions are made, narrowing opportunities for the exercise of judgment,...
Description
"Artificial Intelligence (AI) has been an exciting field of study and research in educational institutions and research labs across the globe. Technology giants and IT organizations invest heavily on AI technologies and tools with the aim of precisely automating a variety of simple as well as complicated business operations across industry verticals. This book covers the latest trends and transitions happening in the futuristic AI domain. The book...
Author
Description
"Meet Blondie, a twenty-four-year old graduate student in mathematics at the University of California at San Diego. She skis and surfs and is an ace at math, but her real claim to fame is her ability to play checkers. She's not good enough to defeat a grand master (yet), but she did earn a spot in the top 500 of an international checkers tournament. Not bad when you consider that Blondie taught herself how to play without reading books, taking classes,...
Author
Description
"This book offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. Inside, you'll learn all you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining - including both tried-and-true techniques of the past and Java-based methods at the leading...
Author
Description
"Describes the quest to find the Master Algorithm, which will take machine learning to the next level, allowing computers to learn how to solve not just particular problems but any problem, "--Novelist.
Algorithms increasingly run our lives. They work by learning from the trails of data we leave in our newly digital world; they observe us, imitate, and experiment. And in the world's top research labs and universities, the race is on to invent the...
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