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Machine Learning Product Management: A Practical Guide (Udemy.com)

Kick start your career in Machine Learning Product Management with just one course.

Created by: Raj Elakkara

Last updated July 2026

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What you will learn

  • When and how machine learning can be applied to solve problems
  • How to organize machine learning teams
  • Key roles in a machine learning team
  • How to build and test a hypothesis
  • Popular machine learning algorithms & how they work
  • Data acquisition strategies
  • Data scrubbing & transformation
  • Model evaluation approaches
  • Model deployment options
  • Model monitoring

How it compares

Against the other 54 rated Udemy courses in Product Management on CourseDuck:

  • Rating4.6 out of 5higher than 75% of them
  • Reviews684#29 of 55 by number of reviews
  • Length4.7 hourslonger than 53% of them
  • Last updatedJuly 2026more recently than 77% of them

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Course Description

== As of March 2024 ==

228 students have secured jobs as Machine Learning Product Managers —> at Google, Myntra, Flipkart, FedEx & more

Students reported improved confidence to…


Succeed in the new "Artificial Intelligence Era" —> 148%

Recognise when to use Machine Learning —> 125%

Apply popular Machine Learning algorithms —> 108%

Implement data acquisition strategies —> 84%

Evaluate, deploy & monitor Machine Learning models —> 118%


As you consider my course, I suggest asking yourself these questions.

== Do I want to become a Machine Learning (ML) Product Manager? ==

Every Product Manger will have to learn Machine Learning. It’s inevitable. And the Machine Learning Product Manager role is one of the most promising and highest-paying careers today, offering an opportunity to dramatically improve your career and quality of life.


Check out some data that shows that becoming a Machine Learning Product Manager is a great opportunity for you:

  • Google Search Trends shows an 87% increase in searches for "Product Management" worldwide, with a particularly strong interest in countries such as United States, India & Singapore. And within Product Management, Machine Learning is the topic with the highest interest over the last 2 years.

  • Glassdoor indicates Product Manager is one of the highest-paying entry level jobs, with an average of +$110,000 per year. Machine Learning Product Managers however earn “+30%” more than Product Managers.

  • LinkedIn included Product Manager in its 2023 Fastest Growing Jobs list. And the specialisation that is growing fastest is the Machine Learning Product Manager.


== How is this course different? ==

“Machine Learning Product Management: A Practical Guide” is the only Udemy course that is fully hands on and practical. All theory taught is paired with practical exercises that you’ll complete in your workbook.

Most machine learning courses focus on the technical work, and throw you into the deep end, asking you to start programming classifiers. This course covers machine learning, from a non-technical, product-centric perspective.

We'll look beyond the technical, at all the things a Machine Learning Product Manager has to keep in mind, to create a successful product.

This is primarily a Learn By Doing course. So we'll quickly dive into real-world exercises that demonstrate how successful teams build Machine Learning Products.


== What will I get from this course ==

1. You’ll gain an in-depth understanding of modern Machine Learning practices

  • When and how machine learning can be applied to solve problems

  • How to de-risk machine learning initiatives

  • Popular machine learning algorithms & how they work

  • Data acquisition strategies

  • Data scrubbing & transformation

  • Model evaluation approaches

  • Model deployment & monitoring options

2. The course lectures are accompanied by a workbook that includes 13 practical exercises to bridge the gap between the theory and real-world practices.

== Why should I invest in a Machine Learning Product Management course? ==

Machine learning is set to transform the traditional product manager role. As artificial intelligence and machine learning capabilities are designed into more products and services, product managers will need to upskill, or risk getting left behind. The Machine Learning / AI Product Manager is one of the hardest roles to fill in an AI team and is consequently highly sought after.


== What if I want a refund? ==

If after taking the course, you want a refund, thats totally ok. I want you to be happy with your decision to purchase this course.


This course has a 30-day money-back guarantee policy!

No questions asked!

There is no risk for you!

What are you waiting for?

Join now and take a step further into becoming a Product Manager and uplift your career!


==What are students saying? ==

Here is a small preview of what my students have reported.

A lot of information in a tight package. I have PM and ML experience, so it was a nice mix of validating my current workflows and learning new things. It's worthwhile even if you have some experience, particularly if you have PM experience but haven't worked with ML. [Zachary Lounsberry - Sr Research Scientist @ Embark]


A great course to get up to speed on everything that is going on with AI today. The course content is great and the information presented in the course is at the level needed to get your basics correct before you dive deep into AI and ML [Sekhar Banerjee - Principal Product Manager @ GE Digital]


Easy to understand for both beginners and someone with little to moderate background in ML. The content covers overall aspects of ML realm without going too deep on the technical fuzz. It should be suitable for the management level people in data analytics field too. [Peerajate Soonthrajan - Data Analytics Leader @ Accenture]


Love the sketches, the depth of information provided, the selection of topics covered, the anecdotal information examples, and the overall organization of the material. Excellent presentation. I'm less than midway through and have already learned tons of useful concepts and details. [Lance Silver - Technical Product Manager @ Expedia Group]


Great pacing, good content and delivery and overall a really informative course! [Hanut Singh Husain - Founder @ Patch]


REMEMBER… I'm so confident that you'll love this course that we're offering a FULL money-back guarantee for 30 days! So it's a complete no-brainer, sign up today with ZERO risk and EVERYTHING to gain.

So what are you waiting for? Click the buy now button and join the world's most complete course on Machine Learning Product Management.

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Instructor Details

Raj Elakkara

My name is Raj Elakkara and I am thrilled that you are reading this! Professionally, I'm a Entrepreneur/Product Manager with over ten years of experience in healthcare informatics, supply chain & geographic information systems.

I've had the privilege of working for large fortune 500 companies in the US and Australia, including FedEx and General Electric. I've also founded 3 startups.

I leverage data to drive business strategy, revamp customer experience and streamline operational processes. From my courses you will straight away notice how I combine my real-life experience and academic background to deliver professional step-by-step coaching.

To sum up, I am absolutely and utterly passionate about all things related to Product Management and Data Science and I am looking forward to sharing my passion and knowledge with you!

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Reviews

4.6

684 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Gino Vicari on 12/7/2025

The information was valuable, but the way it was provided was way too theoretical and not enough hands-on. The idea of exercises the way it was done is nice, but I would have preferred more like gamification to explain the concepts and not have it be to generic with "pick your own case". That could have been something to do as a bonus exercise to reapply all exercises that are exactly right (where there is no room for interpretation) and then do this with a specific use case. The fact is that choosing your own use case is creating confusion and actually gets you to not match the context/goal of the exercises as they just don't fit.

By Yogendra Lakshminarayan on 4/3/2024

I have been trying to get a course which talks, about a PM role in Machine Learning/AI Products. Considering i have been a PM for close to 8 years working on building solition (Mobile app, ERP, Web portals). This course gave me in depth understanding of skills need for a PM in Machine leaning/AI products.

By Liliia Revak on 1/28/2024

Very informative helpful course. Gave it 4.5 because some sections like ML model types for example were moving super fast, while the amount and type of info one needed to process were complex. I had to pause the video very frequently to take notes and process what I'd just heard.

By Adarsh EP on 1/8/2024

Loved this course. The best part is that Raj covers all the essential topics in 4.5 hours. Suggestion - Felt some of the animations were a bit distracting in the initial topics. A static image is better for those topics

By Zachary Lounsberry on 12/19/2023

This had a lot of information in a tight package. I have PM and ML experience, so it was a nice mix of validating my current workflows and learning new things. It's worthwhile even if you have some experience, particularly if you have PM experience but haven't worked with ML.

By Sekhar Banerjee on 12/11/2023

This is a great course to get up to speed on everything that is going on with AI today. The course content is great and the information presented in the course is at the level needed to get your basics correct before you dive deep into AI and ML

By Peerajate Soonthrajan on 10/25/2023

Easy to understand for both beginners and someone with little to moderate background in ML. The content covers overall aspects of ML realm without going too deep on the technicall fuzz. It should be suitable for the management level people in data analytics field too.

By Sasha Tråp on 8/2/2023

This a very solid step by step intro to the ML product buildup. I work in the field and have encountered the lack of understanding of these basics very frequently. The materials are well structured to take them into daily work

By Adam Tate on 6/8/2022

Great practical guide *for a product manager* to evaluate and assess ML solutions to a customer/business problem. This is not a course for an aspiring data scientist, but if what you're looking for aligns with the title, it was an excellent primer with a good level of detail and I found it very helpful.

By Chris Olejak on 11/5/2021

I have completed a few similar online machine learning courses and this is the best one I've taken. The lecturer explains everything extremely well and in fairly simply terms. It would be nice if there was a pdf of all of the content/slides to use as a quick reference. Hopefully he adds one. Also, lecture 55 ends with a comment about another upcoming lecture about feedback mechanisms for monitoring your model but that lecture is no where to be found.

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Quality Score

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Overall Score : 92 / 100