
Effective Machine Learning Teams: Best Practices for ML Practitioners
Author: David Tan (Author), Ada Leung (Author), David Colls (Author)
ISBN: 9781098144630
Book Cover Type:
- Paperback
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 flow when building ML systems and products.
Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help your team avoid common traps in the ML world, so you can iterate and scale more quickly and reliably. You'll learn how to overcome friction and experience flow when delivering ML solutions.
You'll also learn how to:
- Write automated tests for ML systems, containerize development environments, and refactor problematic codebases
- Apply MLOps and CI/CD practices to accelerate experimentation cycles and improve reliability of ML solutions
- Apply Lean delivery and product practices to improve your odds of building the right product for your users
- Identify suitable team structures and intra- and inter-team collaboration techniques to enable fast flow, reduce cognitive load, and scale ML within your organization

Let customers speak for us
from 18 reviewsHUMAN FRONTIERS: THE FUTURE OF BIG IDEAS IN AN AGE OF SMALL THINKING

I found this book very very helping for understanding basic concepts of maths; geometry;algebra; fractions; decimals; percentage; polygons and much more; I suggest or even request parents to buy this book for their childrens to be come conceptual students.

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Really liked it but please also bring other books such as The Pentagon's Brain DARPA by Annie Jacobsen and Rise and Kill First by Ronen Bergman

The quality of the book was superb and delivery was really fast. Will definitely order again.... wish they would add more books to the store.

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Amazing book to understand interpersonal power dynamics and master them to drive and thrive in organisational settings.
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30 Days of Creativity: Draw, Colour and Discover Your Creative Self

Philosophycally written and well researched book about most mysterious subject in neuro science

My interest in data science, machine learning and AI brought me to Pak Manifesto's website. This is a great book (and although I haven't read all of it) it basically underlines the importance of having a deep intuitive understanding of probability and being able to glean information from minute details in order to fine-tune one's predictions (about anything). The data on which such predictions are based, it quantity, breadth, depth and quality are all important, as is the broader canvas of knowledge surrounding the problem at hand.
My pleasure in purchasing this book was doubled for two reasons. I got to know Mr. Riaz, the owner of Pak Manifesto who is a gentleman to the core, always keen to support his customers and provide them with the best experience. And secondly, when I received the book vide TCS, I found out that its a Penguin original paperback with superb quality paper and illustrations (though not in colour, just black, grey and white).
This book is a must read for any statistics and/or data science student or even a professional. Highly recommended from my side!
