We specialize in product development and machine learning.
Whether you are an early-stage startup that needs help getting your product development up and running or a large company with a specific need for machine learning expertise, we can help.
Our data science experts help you to successfully execute your data initiatives.
What we do
Computer Vision
We use deep learning and other state-of-the-art techniques to gain valuable insights from sensor streams such as camera, radar, and LiDAR.
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Object detection and tracking
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Object segmentation
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Classification of objects in both 2D- and 3D-images
Forecasting Models
We leverage time series analysis and anomaly detection to accurately predict future events, such as:
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Environmental conditions
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Usage patterns
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System failures
How we do it
Idea / Strategy
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Understand the business requirements and convert them to a machine learning objective
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Define a work-plan, together with your team
Data
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Collect, clean, analyze, and visualize the available data
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Understand existing features (domain knowledge) and capture novel structure
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Build a pipeline for model training and inference
Model
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Build iterative prototypes until the desired results are achieved
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Evaluate performance and detect patterns of errors
Deploy
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Scale solution using on-prem or cloud compute architecture
Monitor & Improve
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Monitor performance metrics and drift tracking
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Continuous re-training and model maintenance