# Learning to use Flower and ML with a concert case -  My Fitbit data 

**URL:** <https://discuss.flower.ai/t/learning-to-use-flower-and-ml-with-a-concert-case-my-fitbit-data/1230>\
**Category:** Flower Help - Beginners\
**Created:** [April 17, 2026, 2:59pm UTC](https://discuss.flower.ai/t/learning-to-use-flower-and-ml-with-a-concert-case-my-fitbit-data/1230 "2026-04-17T14:59:29Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![jmuilu](https://avatars.discourse-cdn.com/v4/letter/j/ebca7d/32.png) [@jmuilu](https://discuss.flower.ai/u/jmuilu)\
**Post date:** [April 17, 2026, 2:59pm UTC](https://discuss.flower.ai/t/learning-to-use-flower-and-ml-with-a-concert-case-my-fitbit-data/1230/1 "2026-04-17T14:59:29Z")

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How about implementing concrete study case using for example data from wearables like Fitbit… ? Would be nice to participate and learn to use Flower and ML techniques with a concrete case.

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**Author:** ![daniel](https://dub1.discourse-cdn.com/flex013/user_avatar/discuss.flower.ai/daniel/32/77_2.png) [@daniel](https://discuss.flower.ai/u/daniel)\
**Post date:** [April 17, 2026, 3:04pm UTC](https://discuss.flower.ai/t/learning-to-use-flower-and-ml-with-a-concert-case-my-fitbit-data/1230/2 "2026-04-17T15:04:26Z")

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Hi @jmuilu , welcome to the Flower community. Yes, you can absolutely build an ML system with Flower and wearable data.

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**Author:** ![jmuilu](https://avatars.discourse-cdn.com/v4/letter/j/ebca7d/32.png) [@jmuilu](https://discuss.flower.ai/u/jmuilu)\
**Post date:** [April 17, 2026, 5:25pm UTC](https://discuss.flower.ai/t/learning-to-use-flower-and-ml-with-a-concert-case-my-fitbit-data/1230/3 "2026-04-17T17:25:25Z")

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Awesome! Anyone keen on guiding this study? I could build a Docker container so that others can easily join as well 🙂 Ok, joking, just wondering how well does the framework scale? It’s probably not a super serious idea, but it’s fun to think about the framework being used like that — with people participating in scientific studies on a massive scale directly with their own data… Thank you, very inspiring work you have done!