[download pdf] Machine Learning Design

Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps by Valliappa Lakshmanan, Sara Robinson, Michael Munn

• Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps
• Valliappa Lakshmanan, Sara Robinson, Michael Munn
• Page: 400
• Format: pdf, ePub, mobi, fb2
• ISBN: 9781098115784
• Publisher: O'Reilly Media, Incorporated

Download eBook

eBooks pdf: Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps DJVU by Valliappa Lakshmanan, Sara Robinson, Michael Munn 9781098115784

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. These design patterns codify the experience of hundreds of experts into advice you can easily follow. The authors, three Google Cloud engineers, describe 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the most appropriate remedy for your situation. You’ll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure that models are treating users fairly

See Machine Learning Design Patterns at Google Developer
book “Machine Learning Design Patterns”, covering solutions to common challenges in Data Preparation, Model Building, and MLOps. Lak  Machine Learning Design Patterns (Book) | Santa Clara
Machine Learning Design Patterns Solutions to Common Challenges in Data Preparation, Model Building, and MLOps (Book) : Lakshmanan,  Data Science Design Patterns: Morley, Todd: 9780134000053
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps · Valliappa LakshmananValliappa  Valliappa Lakshmanan: Books - Amazon.com
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps. by Valliappa Lakshmanan , Sara  Machine Learning Design Patterns: Solutions to Common
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and Mlops (Paperback). Machine  ISBN 9781098115784 - Machine Learning Design Patterns
Find 9781098115784 Machine Learning Design Patterns : Solutions to Common Challenges in Data Preparation, Model Building, and MLOps by Valliappa  Lakshmanan Valliappa, Robinson Sara, Munn Michael
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps [Code Files]. Machine Learning Design Patterns by Google AI | Meetup
book “Machine Learning Design Patterns”, covering solutions to common challenges in Data Preparation, Model Building, and MLOps. Michael Munn - Intelligence & Semantics / AI - Amazon.com
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps. by Valliappa Lakshmanan , Sara  Machine Learning Design Patterns - bol.com
Machine Learning Design Patterns Solutions to Common Challenges in Data Preparation, Model Building, and MLOps. Auteur: Valliappa Lakshmanan.

Download more ebooks: [Pdf/ePub/Mobi] REFLEXIONES Y EPIFONEMAS - RAFAEL BARRETT descargar ebook gratis link, LA DAMA QUE SE TRANSFORMO EN ZORRO DAVID GARNETT ePub gratis download link, Descargar [PDF] {EPUB} VIDA DE ROSA CHACEL download pdf, Descargar [PDF] {EPUB} ARTEMISA site, POEMAS leer el libro pdf, Descargar [PDF] {EPUB} NUOVO CONTATTO A2 (LIBRO + AUDIO ONLINE) read book,