Top MLops books recommended by experts

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.

Table of Contents

Fundamentals of MLops

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.

Designing Machine Learning Systems

Designing Machine Learning Systems

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

Machine Learning Engineering with Python: Manage the Production Life Cycle of Machine Learning Models Using MLOps with Practical Examples

Machine Learning Engineering with Python: Manage the Production Life Cycle of Machine Learning Models Using MLOps with Practical Examples

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

Machine Learning Design Patterns

Machine Learning Design Patterns

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

Introducing MLOps

Introducing MLOps

More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. ...

Recommended by the experts and mentors at MentorCruise

Practical MLOps

Practical MLOps

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

Engineering MLOps: Rapidly Build, Test, and Manage Production-ready Machine Learning Life Cycles at Scale

Engineering MLOps: Rapidly Build, Test, and Manage Production-ready Machine Learning Life Cycles at Scale

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 ...

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With 15 years experience in data science, I specialize in providing end-end solutions spanning the entire lifecycle from ideation to production. During my PhD in AI, I learned how to develop the world's most innovative systems, and at BCG I learned to tie this innovation to tangible impact by working …

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WHY DO I WANT TO BE A MENTOR? Feeling not good enough? Don't think you are fit to be in the data science industry? Feeling lonely, stressed or even depressed? Wondering why you can't break into the industry? Wondering why no one is taking a chance on you? Considering additional …

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I'm an enthusiastic Data Scientist with a solid foundation in software engineering and statistics. I thrive on solving complex problems with data, and I'm particularly fascinated by MLOps. Above all, I'm passionate about motivating individuals to step out of their comfort zones and achieve personal growth. I'm a Machine learning …

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My Strengths: Data Science Powerhouse: I possess deep expertise in Data Science, Machine Learning (ML), Artificial Intelligence (AI), and Statistics. Academic & Industry BlendMy background combines a strong academic foundation with extensive real-world experience as a data science leader in Finance. I hold a Master's degree from UC Berkeley and …

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πŸš€ Accelerate Your Career in Data or Team's Performance with Proven Leadership! Hello, I’m Piotr, currently Head of Data Science at Leroy Merlin France πŸ‡«πŸ‡·, and possibly your future mentor πŸŽ“ in navigating the complex yet exhilarating world of data-driven technologies πŸ“Š. With over 15 years of industry experience and …

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πŸ‘‹ Hello! I'm Matt Spear. As an iOS Engineer with a rich experience of over 6 years and an innate curiosity that led me to build my first app in 2015, I thrive at the intersection of innovation, learning, and technology. With a Computer Science degree from the University of …

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  • "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."