Catalog Search Results
Author
Publisher
O'Reilly Media
Physical Desc
1 online resource (1 volume) : illustrations
Language
English
Description
Innovation and competition are driving analysts and data scientists toward increasingly complex predictive modeling and machine learning algorithms. This complexity makes these models accurate, but can also make their predictions difficult to understand. When accuracy outpaces interpretability, human trust suffers, affecting business adoption, model validation efforts, and regulatory oversight. In the updated edition of this ebook, Patrick Hall and...
Author
Publisher
Manning Publications Co
Pub. Date
[2018]
Physical Desc
1 online resource (1 volume) : illustrations
Language
English
Description
Machine Learning Systems: Designs that scale is an example-rich guide that teaches you how to implement reactive design solutions in your machine learning systems to make them as reliable as a well-built web app. About the Technology If you're building machine learning models to be used on a small scale, you don't need this book. But if you're a developer building a production-grade ML application that needs quick response times, reliability, and...
Author
Publisher
Microsoft Press
Pub. Date
2020.
Edition
1st edition.
Physical Desc
1 online resource (400 pages)
Language
English
Description
Master machine learning concepts and develop real-world solutions Machine learning offers immense opportunities, and Introducing Machine Learning delivers practical knowledge to make the most of them. Dino and Francesco Esposito start with a quick overview of the foundations of artificial intelligence and the basic steps of any machine learning project. Next, they introduce Microsoft's powerful ML.NET library, including capabilities for data processing,...
Author
Publisher
O'Reilly Media, Inc
Pub. Date
[2020]
Edition
1st edition.
Physical Desc
1 online resource
Language
English
Description
Deep learning has the reputation as an exclusive domain for math PhDs. Not so. With this book, programmers comfortable with Python will learn how to get started with deep learning right away. Using PyTorch and the fastai deep learning library, you'll learn how to train a model to accomplish a wide range of tasks-including computer vision, natural language processing, tabular data, and generative networks. At the same time, you'll dig progressively...
Author
Publisher
Dunod
Pub. Date
2020
Physical Desc
1 online resource
Language
English
Description
Cet ouvrage, conçu pour tous ceux qui souhaitent s'initier au deep learning (apprentissage profond), est la traduction de la deuxième partie du best-seller Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow (2e édition). Le deep learning est récent et il évolue vite. Ce livre en présente les principales techniques : les réseaux de neurones profonds, capables de modéliser toutes sortes de données, les réseaux de...
Publisher
Morgan Kaufmann
Pub. Date
2014
Edition
1st ed.
Physical Desc
1 online resource (1 volume) : illustrations
Language
English
Description
The conformal predictions framework is a recent development in machine learning that can associate a reliable measure of confidence with a prediction in any real-world pattern recognition application, including risk-sensitive applications such as medical diagnosis, face recognition, and financial risk prediction. Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and Applications captures the basic theory of the framework, demonstrates...
Author
Publisher
O'Reilly Media, Inc
Pub. Date
2020.
Edition
First edition.
Physical Desc
1 online resource (1 volume) : illustrations
Language
English
Description
Machine learning is the key to digital transformation for many businesses today. This process accelerates your company's ability to engage customers, optimize operations, empower employees, and fundamentally change and transform products. One of the best ways to get started is with Automated Machine Learning, a quick and efficient method to jumpstart your organization's use of machine learning. In this report, AI leader Wee Hyong Tok explains how...
Author
Publisher
Packt
Pub. Date
[2021]
Physical Desc
1 online resource (xi, 176 pages) : illustrations
Language
English
Description
Create better and easy-to-use deep learning models with AutoKeras Key Features Design and implement your own custom machine learning models using the features of AutoKeras Learn how to use AutoKeras for techniques such as classification, regression, and sentiment analysis Get familiar with advanced concepts as multi-modal, multi-task, and search space customization Book DescriptionAutoKeras is an AutoML open-source software library that provides easy...
Author
Publisher
O'Reilly Media, Incorporated
Pub. Date
2021.
Edition
First edition.
Physical Desc
1 online resource (329 pages)
Language
English
Description
Chapter 2. Introduction to Computer Vision -- Using Neurons for Vision -- Your First Classifier: Recognizing Clothing Items -- The Data: Fashion MNIST -- A Model Architecture to Parse Fashion MNIST -- Coding the Fashion MNIST Model -- Transfer Learning for Computer Vision -- Summary -- Chapter 3. Introduction to ML Kit -- Building a Face Detection App on Android -- Step 1: Create the App with Android Studio -- Step 2: Add and Configure ML Kit -- Step...
Author
Publisher
PACKT PUBLISHING LIMITED
Pub. Date
2021
Physical Desc
1 online resource
Language
English
Description
Get to grips with automated machine learning and adopt a hands-on approach to AutoML implementation and associated methodologies Key Features Get up to speed with AutoML using OSS, Azure, AWS, GCP, or any platform of your choice Eliminate mundane tasks in data engineering and reduce human errors in machine learning models Find out how you can make machine learning accessible for all users to promote decentralized processes Book DescriptionEvery machine...
Author
Publisher
Apress
Pub. Date
[2020]
Physical Desc
1 online resource : illustrations
Language
English
Description
Understand the industrialization of machine learning (ML) and take the first steps toward identifying and generating the transformational disruptors of artificial intelligence (AI). You will learn to apply ML to data lakes in various industries, supplying data professionals with the advanced skills required to handle the future of data engineering and data science. Data lakes currently generated by worldwide industrialized business activities are...
Author
Publisher
Packt Publishing
Pub. Date
2021.
Physical Desc
1 online resource
Language
English
Description
Get up and running, and productive in no time with MLflow using the most effective machine learning engineering approach Key Features Explore machine learning workflows for stating ML problems in a concise and clear manner using MLflow Use MLflow to iteratively develop a ML model and manage it Discover and work with the features available in MLflow to seamlessly take a model from the development phase to a production environment Book DescriptionMLflow...
Author
Publisher
O'Reilly
Pub. Date
Ã2012
Physical Desc
1 online resource (1 streaming video file (2 hr., 13 min., 52 sec.))
Language
English
Description
"In this sequel to 'An introduction to machine learning with web data', bit.ly lead scientist Hilary Mason shows you how to solve real-world problems with machine learning. Using real data from an actual ecommerce website, you will apply production quality algorithms to understand all the issues that arise when working in a live environment."--Resource description page.
Author
Publisher
O'Reilly Media, Inc
Pub. Date
2019.
Edition
1st edition.
Physical Desc
1 online resource (200 pages)
Language
English
Description
With Early Release ebooks, you get books in their earliest form-the author's raw and unedited content as he or she writes-so you can take advantage of these technologies long before the official release of these titles. You'll also receive updates when significant changes are made, new chapters are available, and the final ebook bundle is released. With detailed notes, tables, and examples, this handy reference will help you navigate the basics of...
Author
Publisher
Manning Publications Co
Pub. Date
[2017]
Physical Desc
1 online resource (1 volume) : illustrations
Language
English
Description
Without overdosing you on academic theory and complex mathematics, this book introduces the day-to-day practice of machine learning, preparing you to successfully build and deploy powerful ML systems. --
Author
Publisher
Apress LP
Pub. Date
©2020
Physical Desc
1 online resource (563 pages)
Language
English
Description
Build your own pipeline based on modern TensorFlow approaches rather than outdated engineering concepts. This book shows you how to build a deep learning pipeline for real-life TensorFlow projects. You'll learn what a pipeline is and how it works so you can build a full application easily and rapidly. Then troubleshoot and overcome basic Tensorflow obstacles to easily create functional apps and deploy well-trained models. Step-by-step and example-oriented...
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