David Colls - Effective Machine Learning Teams : Best Practices for ML

New Store Stock
About this Item

The item is a book Paperback
The Author Name is David Colls
The Title is Effective Machine Learning Teams : Best Practices for ML Practitioners

Condition New

Other Comments
New Store Stock
Category - Computers


Product Description -
Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists and ML engineers will learn how to bridge the gap between data science and Lean software delivery in a practical and simple way. David Tan and Ada Leung from Thoughtworks show you how to apply time-tested software engineering skills and Lean delivery practices that will improve your effectiveness in ML projects. Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help teams avoid common traps in the ML world, so you can iterate more quickly and reliably. With these techniques, data scientists and ML engineers can overcome friction and experience flow when delivering machine learning solutions. This book shows you how to:Apply engineering practices such as writing automated tests, containerizing development environments, and refactoring problematic code basesApply MLOps and CI/CD practices to accelerate experimentation cycles and improve reliability of ML solutionsDesign maintainable and evolvable ML solutions that allow you to respond to changes in an agile fashionApply delivery and product practices to iteratively improve your odds of building the right product for your usersUse intelligent code editor features to code more effectively

When possible we will add details of the items we are selling to help buyers know what is included in the item for sale. The details are provided automatically from our central master database and can sometimes be wrong.

Books are released in many editions and variations, such as standard edition, re-issue, not for sale, promotional, special edition, limited edition, and many other editions and versions.  The Book you receive could be any of these editions or variations. If you are looking for a specific edition or version please contact us to verify what we are selling.

 

Gift Ideas
This is a great gift idea.

 

Hours of Service
We have many warehouses, some of the warehouses process orders seven days a week, but the Administration Support Staff are located at a head office location, outside of the warehouses, and typically work only Monday to Friday.

Location ID 245z

iHaveit SKU ID 174165616