[PDF] Machine Learning Design Patterns:

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 Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

Free epub books to download Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps by Valliappa Lakshmanan, Sara Robinson, Michael Munn 9781098115784 RTF English version

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

Machine Learning Design Patterns: Solutions to Common
Compare cheapest textbook prices for Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps,  Machine Learning Design Patterns: Solutions to Common
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and Mlops (Paperback). Machine  Machine Learning Design Patterns (part 1): author talk | Meetup
This book provides clear solutions to common challenges in data preparation, model building and MLOps. Wouldn't it be great if we can make learning a bit more  See Machine Learning Design Patterns webinar at Google
Machine Learning Design Patterns webinar at AICamp, presented by solutions to common challenges in Data Preparation, Model Building,  Machine Learning Design Patterns : Solutions to - eBay
Machine Learning Design Patterns : Solutions to Common Challenges in Data Preparation, Model Building, and Mlops, Paperback by Lakshmanan, Valliappa; 

More eBooks: DOWNLOAD [PDF] {EPUB} The Burning White download pdf, Descargar [PDF] {EPUB} JOC BRUT here, [Pdf/ePub/Mobi] EN LAS TINIEBLAS - JOAQUIN ARROYO descargar ebook gratis download link, DOWNLOAD [PDF] {EPUB} Workflow Automation with Microsoft Power Automate: Discover effective workflow automation solutions for your enterprises read book, FORA DE GUIO leer el libro pdf read book, [PDF] Planning Theory for Practitioners download read book, ENGLISH FILE 4TH EDITION A1/A2. STUDENT S BOOK AND WORKBOOK WITHOUT KEY PACK leer pdf here,