Learn to see ML problems in your product and approach their solution structurally to speak the same language with data scientists, develop your product more effectively, and increase your personal value in the IT market.

Machine Learning Basics for PMs

Level Up
No prior ML knowledge required
50+ tasks
5+ cases
Designed by Booking.соm PMs

14000+

38%

4.7/5

alumni since 2020
come from colleagues’ recommendations
average score review

19000+

PMs in our community
trusted by:
Student reviews
Diane Zaripova
Product Manager AdTech – FIX Group of Companies
LinkedIn
"Yes, I have understood a lot more: what tasks can be solved using ML, what parameters need to be considered when building a model, and other aspects. Thank you!"
Kiryl Rtsishchau
Senior Project Manager @ Wargaming
LinkedIn
"The course provides a basic understanding of how ML works in products, for which I am grateful. The main takeaway for me is that it helps to understand when and for which tasks it can be effectively applied. Thank you!"
Alexander Zinchuk
Sr. Product Manager @ Flo Health
LinkedIn
"Excellent examples and, as always, there are tricky pitfalls! I would love to have more assignments where we need to dig into the data."
Anne Chistyakova
Technical Product Manager
LinkedIn
"Great course, it provides a very good basic understanding of ML, its evaluation, and usage! A wholehearted 5!"
Julie Antanovich
PMP® Senior Project Manager
LinkedIn
"Thank you, a very useful course. I liked reinforcing theory with mandatory practice and the real-life examples. It makes you start looking at the products you use every day in a different way."
Andrew Haurylau
Product team lead @ iContext, LLC
LinkedIn
"It was interesting and informative. I enjoyed the course. I decided to take this course to be better prepared for the 'ML for Products' course."

What does the simulator look like?
Why does the future belong to ML Product Managers?
AI initiatives are taking root everywhere. With a machine learning algorithm, the program can warn us about heart disease and detect anomalies in medical imaging, weather, sorting, facial recognition, etc. Machine learning is actively used in recommender systems, chatbots, and even autonomous vehicles to “see” the road.

A recent survey of global business leaders indicated that 70% had started AI initiatives. As more companies explore and embrace ML, the need for ML-competent PMs to lead the product will continue to grow steadily.
This course is for you if...
You want to learn the basics of ML
There is a lot of hype around ML, but behind it lies a useful tool. ML tasks are encountered by Product and Project managers, and even marketers.
You wish to level up your salary
ML-competent Product Managers are more in demand than ever before. AI product managers make ~20% more than generalist PMs.
You want to join
IT-giants
Apple, Amazon, Google, etc., focus on plotting ML technology into products as part of their strategy. These companies look for PMs who understand ML.
How You'll Become a PM Powerhouse
PM without ML knowledge
PM with the ML basics
I know the classes of problems that can be effectively solved by ML, and I see them in the product

I see the structure of the approach and the sequence of steps
I can roughly imagine what features to start with
Not sure when ML is useful, and when it is not
Do not understand how to approach the problem
Have no idea how to manage Data Scientists
I clearly understand what contribution I can make to the solution of the problem as the PM
Do not understand what data is needed
Not quite sure what exactly a PM, not a DS must know about ML
I know the main terms, and can talk with DSs in the same language
Meet the Authors
  • Vladimir Kalmykov
    Lead Product Manager, Tech platform solutions
    Booking.com Netherlands

    Leads the product department, develops Trips products, uses ML in practice as a non-ML PM.


    • PhD in Computer Science
    • 9 years in Product Management
    • One of the first Tech PMs at Booking.com
    • Trained 2,000+ Tech PMs on various edu-platforms
  • Andrew Mende
    Current Senior Machine Learning PM
    Booking.com Netherlands
    Uses machine learning methods to create better recommendation systems at Booking.com.

    • 11+ years in Product Management
    • Launched products in Yandex (search verticals)
    • Trained 1,000+ PMs on various edu-platforms
    • Master of Business Administration (MBA)
Course program
Over the course of 7 lessons, we will look at all the stages of creating an ML model for 5 cases within a city bicycle rental company. Get ready to become a new startup Product Manager and make 50+ product decisions together with your colleagues: CEO, Principal PM, Marketer, and Data Scientist.
Pricing

1 student

Solo

Start immersive, hands-on learning and accelerate your career growth.

€150 €83

or get up to 30% off with a bundle

 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

Pay via Stripe
2-10 students

Team

Engage your team in upskilling together and enjoy an extra 10% discount.

€150 €75

per student

 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

Contact sales

11+ students

Enterprise

Boost the company's growth by educating your employees on in-demand skills.
Contact Sales
 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

 Students' progress

Contact sales

1 student

Solo

Start immersive, hands-on learning and accelerate your career growth.

$170 $91

or get up to 30% off with a bundle

 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

Pay via Stripe
2-10 students

Team

Engage your team in upskilling together and enjoy an extra 10% discount.

$170 $82

per student

 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

Contact sales

11+ students

Enterprise

Boost the company's growth by educating your employees on in-demand skills.
Contact Sales
 50+ practical challenges
Templates that you can apply at work

 Digital certificate

 Unlimited access

 Students' progress

Contact sales
Simulator Bundle
Want to save on multiple simulators? Create your own bundle and unlock discounts! The more you add, the more you save:
 2 simulators: 10% off
 3 simulators: 15% off
 4 simulators: 20% off
 5 or more simulators: 30% off

If you're interested in purchasing a package and receiving a discount, please contact us. We'll be happy to provide you with a payment link.
Our Students Work at
Still not sure?
Check out more student reviews on LinkedIn
Try a free simulator lesson!
30 minutes of practice, more than 20 actual tasks that give you an idea of working as a PM in an international company. It's also a quick and easy way to understand how the ProductDo simulator works.
  • Alex ProductDo
    We hope we answered all of your questions.
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