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Practical Simulations for Machine Learning - Bok av Paris Buttfield-Addison - Häftad

Practical Simulations for Machine Learning - Bok av Paris Buttfield-Addison - Häftad

Simulation and synthesis are core parts of the future of AI and machine learning. Consider: programmers, data scientists, and machine learning engineers can create the brain of a self-driving car without the car. Rather than use information from the real world, you can synthesize artificial data using simulations to train traditional machine learning models. Thatâ s just the beginning. With this practical book, youâ ll explore the possibilities of simulation- and synthesis-based machine learning..

SEK 577.00
1

Building Machine Learning Pipelines - Bok av Hannes Hapke - Häftad

Building Machine Learning Pipelines - Bok av Hannes Hapke - Häftad

Companies are spending billions on machine learning projects, but it's money wasted if the models can't be deployed effectively. In this practical guide, Hannes Hapke and Catherine Nelson walk you through the steps of automating a machine learning pipeline using the TensorFlow ecosystem. You'll learn the techniques and tools that will cut deployment time from days to minutes, so that you can focus on developing new models rather than maintaining legacy systems. Data scientists, machine learning engineers,..

SEK 696.00
1

Training Data for Machine Learning - Bok av Anthony Sarkis - Häftad

Training Data for Machine Learning - Bok av Anthony Sarkis - Häftad

Your training data has as much to do with the success of your data project as the algorithms themselves--most failures in deep learning systems relate to training data. But while training data is the foundation for successful machine learning, there are few comprehensive resources to help you ace the process. This hands-on guide explains how to work with and scale training data. Data science professionals and machine learning engineers will gain a solid understanding of the concepts, tools, and processes..

SEK 576.00
1

Machine Learning Interviews - Bok av Susan Shu Chang - Häftad

Machine Learning Interviews - Bok av Susan Shu Chang - Häftad

As tech products become more prevalent today, the demand for machine learning professionals continues to grow. But the responsibilities and skill sets required of ML professionals still vary drastically from company to company, making the interview process difficult to predict. In this guide, data science leader Susan Shu Chang shows you how to tackle the ML hiring process. Having served as principal data scientist in several companies, Chang has considerable experience as both ML interviewer and..

SEK 720.00
1

Scaling Machine Learning with Spark - Bok av Adi Polak - Häftad

Scaling Machine Learning with Spark - Bok av Adi Polak - Häftad

\Learn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better ... [Also] examines several technologies for building end-to-end distributed..

SEK 906.00
1

Effective Machine Learning Teams - Bok av David Tan - Häftad

Effective Machine Learning Teams - Bok av David Tan - Häftad

Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists, ML engineers, and their leaders will learn how to bridge the gap between data science and Lean product delivery in a practical and simple way. David Tan, Ada Leung, and Dave Colls show you how to apply time-tested software engineering skills and Lean product delivery practices to reduce toil and waste, shorten feedback loops, and improve your team's..

SEK 716.00
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Machine Learning with Python Cookbook - Bok av Kyle Gallatin - Häftad

Machine Learning with Python Cookbook - Bok av Kyle Gallatin - Häftad

This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks. Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that it works. From there, you can adapt..

SEK 730.00
1

Machine Learning for High-Risk Applications - Bok av Patrick Hall - Häftad

Machine Learning for High-Risk Applications - Bok av Patrick Hall - Häftad

\The past decade has witnessed the broad adoption of artificial intelligence and machine learning (AI/ML) technologies. However, a lack of oversight in their widespread implementation has resulted in some incidents and harmful outcomes that could have been avoided with proper risk management. Before we can realize AI/ML's true benefit, practitioners must understand how to mitigate its risks. This book describes approaches to responsible AI--a holistic framework for improving AI/ML technology, business..

SEK 710.00
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Architecting Data and Machine Learning Platforms - Bok av Marco Tranquillin - Häftad

Architecting Data and Machine Learning Platforms - Bok av Marco Tranquillin - Häftad

All cloud architects need to know how to build data platforms that enable businesses to make data-driven decisions and deliver enterprise-wide intelligence in a fast and efficient way. This handbook shows you how to design, build, and modernize cloud native data and machine learning platforms using AWS, Azure, Google Cloud, and multicloud tools like Snowflake and Databricks. Authors Marco Tranquillin, Valliappa Lakshmanan, and Firat Tekiner cover the entire data lifecycle from ingestion to activation..

SEK 610.00
1

Probabilistic Machine Learning for Finance and Investing - Bok av Deepak K. Kanungo - Häftad

Probabilistic Machine Learning for Finance and Investing - Bok av Deepak K. Kanungo - Häftad

Whether based on academic theories or discovered empirically by humans and machines, all financial models are at the mercy of modeling errors that can be mitigated but not eliminated. Probabilistic ML technologies are based on a simple and intuitive definition of probability and the rigorous calculus of probability theory. Unlike conventional AI systems, probabilistic machine learning (ML) systems treat errors and uncertainties as features, not bugs. They quantify uncertainty generated from inexact..

SEK 696.00
1

Applied Machine Learning and AI for Engineers - Bok av Jeff Prosise - Häftad

Applied Machine Learning and AI for Engineers - Bok av Jeff Prosise - Häftad

While many introductory guides to AI are calculus books in disguise, this one mostly eschews the math. Instead, author Jeff Prosise helps engineers and software developers build an intuitive understanding of AI to solve business problems. Need to create a system to detect the sounds of illegal logging in the rainforest, analyze text for sentiment, or predict early failures in rotating machinery? This practical book teaches you the skills necessary to put AI and machine learning to work at your company...

SEK 710.00
1

Practicing Trustworthy Machine Learning - Bok av Yada Pruksachatkun - Häftad

Practicing Trustworthy Machine Learning - Bok av Yada Pruksachatkun - Häftad

With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable. Authors Yada Pruksachatkun, Matthew McAteer, and Subhabrata Majumdar translate best practices in the academic literature..

SEK 696.00
1