At MentorCruise, we are all about making the most out of the experience of others. As part of that, we've connected and asked dozens of experts and professionals about their favourite MLops books – and here are the answers.
Did you know? We have over 3,000 mentors available right now!
Understanding the concepts of MLops starts with understanding the fundamentals. On your way to mastery, it's crucial for you to understand how certain concepts were derived, and why things work like they do. Starting with these resources is the best way to do so.
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. ...
Recommended by the experts and mentors at MentorCruise
Supercharge the value of your machine learning models by building scalable and robust solutions that can serve them in production environmentsKey FeaturesExplore hyperparameter optimization and model ...
Recommended by the experts and mentors at MentorCruise
Learn the skills necessary to design, build, and deploy applications powered by machine learning (ML). Through the course of this hands-on book, you’ll build an example ML-driven application from initial idea to deployed product. ...
Recommended by the experts and mentors at MentorCruise
Dodge costly and time-consuming infrastructure tasks, and rapidly bring your machine learning models to production with MLOps and pre-built serverless tools!In MLOps Engineering at Scale you will learn: ...
Recommended by the experts and mentors at MentorCruise
Getting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. ...
Recommended by the experts and mentors at MentorCruise
Companies are spending billions on machine learning projects, but it’s money wasted if the models can’t be deployed effectively. In this practical guide, Hannes Hapke and Catherine Nelson walk you through the steps of automating a machine learning pipeline using the TensorFlow ecosystem. ...
Recommended by the experts and mentors at MentorCruise
These books are not required for you to learn MLops, but they are highly recommended for you to deepen your knowledge.
Get up and running with machine learning life cycle management and implement MLOps in your organizationKey FeaturesBecome well-versed with MLOps techniques to monitor the quality of machine learning ...
Recommended by the experts and mentors at MentorCruise
With demand for scaling, real-time access, and other capabilities, businesses need to consider building operational machine learning pipelines. This practical guide helps your company bring data science to life for different real-world MLOps scenarios. ...
Recommended by the experts and mentors at MentorCruise
Whether you're part of a small startup or a multinational corporation, this practical book shows data scientists, software and site reliability engineers, product managers, and business owners how to run and establish ML reliably, effectively, and accountably within your organization. ...
Recommended by the experts and mentors at MentorCruise
Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environme…
Recommended by the experts and mentors at MentorCruise
Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from concept to production.In Machine Learning Engineering in Action, ...
Recommended by the experts and mentors at MentorCruise
Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. ...
Recommended by the experts and mentors at MentorCruise
You've got your basics in order – time to move on to some advanced and specialized concepts. MLops is evolving every day, these books can help you master it.
This LLM book provides practical insights into designing, training, and deploying LLMs in real-world scenarios by leveraging MLOps' best practices. The guide walks you through building an LLM-powered twin that’s cost-effective, scalable, and modular. It moves beyond isolated Jupyter Notebooks, focusing on how to build production-grade end-to-end LLM systems.
Throughout this book, you will l…
Recommended by the experts and mentors at MentorCruise
This list is curated by MentorCruise and can include Amazon affiliate links. Have any other suggestions? Add here.
There is no better source of accountability and motivation than having a personal mentor. What used to be impossible to find is now just two clicks away! All mentors are vetted & hands-on!
We’ve already delivered 1-on-1 mentorship to thousands of students, professionals, managers and executives. Even better, they’ve left an average rating of 4.9 out of 5 for our mentors.
"Naz is an amazing person and a wonderful mentor. She is supportive and knowledgeable with extensive practical experience. Having been a manager at Netflix, she also knows a ton about working with teams at scale. Highly recommended."
"Brandon has been supporting me with a software engineering job hunt and has provided amazing value with his industry knowledge, tips unique to my situation and support as I prepared for my interviews and applications."
"Sandrina helped me improve as an engineer. Looking back, I took a huge step, beyond my expectations."
"Andrii is the best mentor I have ever met. He explains things clearly and helps to solve almost any problem. He taught me so many things about the world of Java in so a short period of time!"
"Greg is literally helping me achieve my dreams. I had very little idea of what I was doing – Greg was the missing piece that offered me down to earth guidance in business."
"Anna really helped me a lot. Her mentoring was very structured, she could answer all my questions and inspired me a lot. I can already see that this has made me even more successful with my agency."
