About

We worked with Phy as Machine Learning / AI specialist team, developing an application for smart human posture diagnosis and personal movement plan creation. The solution focused on utilizing Deep Learning and mathematical algorithms to detect posture flaws and evaluate the silhouette by processing its 3D digital twin. The outcome was a detailed diagnosis report along with a custom exercise and rehabilitation plan. Read more

CASE STUDY DETAILS

Phy

Seed to Series A Startup

NY, United States

Project work

1 - 5 people

12 - 24 Months

€250 - 1M

Agile

FOCUS AREA

Challenge, approach, and impact

  • Algorithm development

    The main challenge was also our core task. We had to develop Machine Learning models for an unprecedented use case. We’ve experimented with many techniques to process 3D scans of a human body to get the needed information.

  • Multiple vendors

    One of the biggest management challenges was connected with a multiple-vendor situation. One team worked on mobile application development, and another team provided 3D scanning technology. We had to set up a practical communication framework to process scans and successfully integrate our solution with the application.

  • 3D scan processing

    Some of the scans we worked with were low-quality (e.g., obtained using a mobile phone). Still, our ML system had to be able to process them effectively, as they were a big part of the use case.

  • Insufficient training dataset

    A lot of initial challenges were connected with a low volume of quality scans we could use to train our Deep Learning models. Still, we couldn't just wait for more data but had to actively work on a solution.

Testimonials

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Two blue lines

“Not only have they done what we’ve asked them to, they've always taken it to the next level and looked for unique ways to solve problems for us, and I could not recommend them more.“ Read more

Anonymous

President & Co-founder at Phy

VERIFIED

Team Structure

Client Team

Project stakeholder

Jeff

President & Co-founder

Jeff Burde

The client stakeholders at Phy were working closely with the team at Sparkbit

Client logo

Agency Team

Production

1 x Head of Machine Learning

Governance

1 x Project Manager

Production

1 x Machine Learning / Backend Engineer

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