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Adaptive User Experiences: Merging ML with Interaction Design

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23

min

Adaptive User Experiences: Merging ML with Interaction Design

Adaptive User Experiences: Merging ML with Interaction Design

Adaptive User Experiences: Merging ML with Interaction Design

Adaptive User Experiences: Merging ML with Interaction Design

publish date

Oct 15, 2024

duration

23

min

Difficulty

Intermediate

Beginner

Beginner

Beginner

Case details

In her comprehensive exploration titled “Adaptive User Experiences: Merging ML with Interaction Design,” Svetlana Prodius delves into how design solutions can drive machine learning initiatives and bring revolutionary changes to user experiences. She presents an in-depth analysis of how organising data and applying various ML approaches can elevate traditional design solutions to new heights. Svetlana will share compelling case studies from her time at ivi, a video streaming service with 60 million MAUs, highlighting a data-driven approach to user onboarding. She will also discuss the challenges and successes she encountered while implementing this methodology.

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About Author

Product designer

Turning user needs into digital solutions is my passion. I’m a product designer, product manager with 8+ years of experience.

- Conducted over 100 A/B tests with the Activation & Monetization team and increased the 34% conversion rate in Ultimate Guitar company.

- Created and implemented User Onboarding for 6 digital products.

- Delivered over 50 product features with the technical team.

- Mentored teams on Growth Hacker approach at over 4 companies.

- Consulted over 10 startups on finding user needs.

- Aided in creating and setting up 4 international startups.

- Created, managed, and delivered my own product

- Managed 25-member product, project and technical team.

Product designer

Turning user needs into digital solutions is my passion. I’m a product designer, product manager with 8+ years of experience.

- Conducted over 100 A/B tests with the Activation & Monetization team and increased the 34% conversion rate in Ultimate Guitar company.

- Created and implemented User Onboarding for 6 digital products.

- Delivered over 50 product features with the technical team.

- Mentored teams on Growth Hacker approach at over 4 companies.

- Consulted over 10 startups on finding user needs.

- Aided in creating and setting up 4 international startups.

- Created, managed, and delivered my own product

- Managed 25-member product, project and technical team.

Product designer

Turning user needs into digital solutions is my passion. I’m a product designer, product manager with 8+ years of experience.

- Conducted over 100 A/B tests with the Activation & Monetization team and increased the 34% conversion rate in Ultimate Guitar company.

- Created and implemented User Onboarding for 6 digital products.

- Delivered over 50 product features with the technical team.

- Mentored teams on Growth Hacker approach at over 4 companies.

- Consulted over 10 startups on finding user needs.

- Aided in creating and setting up 4 international startups.

- Created, managed, and delivered my own product

- Managed 25-member product, project and technical team.

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© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.