Moichor
Ensuring highly accurate blood test results for animal diagnostics enhanced with machine learning.
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Industry
Healthcare, Biomedics
Location
Canada
Client Since
2020
Team Size
3
Project overview
Moichor is a Canadian animal diagnostics service that provides among other things blood testing enhanced with machine learning.
Representatives of Moichor entrusted SOLVVE to find a solution that would help to provide the most accurate blood test results, which is possible due to the elimination of the subjectivity from manually performed tests.
Execution
SOLVVE used knowledge databases containing a big amount of high-resolution images of cells to help the doctors diagnose the conditions based on the blood tests.
Our experts used the transfer learning technique in conjunction with the fine-tuning of the model’s hyperparameters to train the algorithm to detect specific kinds of blood cells.
Object detection combined with instance segmentation and classification allows this technology to deliver extremely precise results.
Features
- Resistance to changes in the color map.
- Data augmentation.
- Possibility to add new classes as the diagnosіs count grows.
- Automatic updates of image database.
- Automatic re-training of the system based on the database updates to boost results accuracy.
Project results
- A turn-key solution for the company ready to provide services.
- The quality of results will become even better over time.
- The system is adapting to the new domains of data automatically.
Technologies
AWS S3; SageMaker; Tensorflow 1.x; OpenCV; GPU/TPU
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The team delivered good results, producing a high-quality platform that is scalable, and they may work on expanding the product to new regions. They are skilled in development but lack good resources in project management.
Chairman,
Gaming Company, Saudi Arabia
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Stone+Lain, Сanada
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Since partnering with SOLVVE, network downtime and technical issues have been minimized, much to the delight of internal stakeholders. The team performs well from a project management standpoint.
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Healthy Longevity Cafe, Czech Republic
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Firm Foundation Academy, USA
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Manufacturing Company, New York, USA
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Healthy Longevity Cafe, Czech Republic
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SOLVVE delivered the project on time, meeting the client's expectations. They communicated frequently and promptly via email and virtual meetings, ensuring an effective workflow.
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