Mosaic Data Science
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Model Deployment

Mosaic provides efficient and effective algorithm and model deployment services. In collaboration with our customers, we prototype a number of different candidate machine learning models, and eventually select the top performers to be deployed enterprise-wide.

Deployment into your existing IT infrastructure requires a different skill set than algorithm design and selection. Our data scientists are well versed in a number of data platforms and are adept at integrating R and/or Python scripts into consumable reports, dashboards or visualizations.

Case Studies

AI-Enabled Voice Search Assistant for Operating Manuals

Mosaic built a custom voice search solution using deep learning and state-of-the-art language models to intelligently parse complex mechanical operation manuals and return the desired search results

By Sel Gerosa, 1 monthFebruary 10, 2023 ago
Case Studies

Using Predictive Analytics to Develop DNA-Based Pet Disease Risk Models

Mosaic has been working with a leading pet Biotech company on integrating machine learning into the organization’s products, giving pet owners more visibility into the quality of life their pets have by identifying genetic traits that may impact their health or behavior.

By Sel Gerosa, 2 monthsJanuary 10, 2023 ago
White Papers

Deploying ML & Optimization In Risk Assessment Analytics for Robustness and Resilience

We explore how ML & optimization can aid the risk assessment and management process with an eye towards robustness and resiliency.

By Sel Gerosa, 6 monthsSeptember 13, 2022 ago
Case Studies

AWS Performance Tuning for Machine Learning Predictions

Mosaic helped a trucking and logistics operator optimize their machine learning deployment on Amazon Web Services (AWS). As an AWS Select Partner, Mosaic was well-positioned to deploy machine learning engineering and serverless architecture services that sped up model inference while performing a minor overhaul of the AWS architecture and code base organization.

By Sel Gerosa, 6 monthsSeptember 12, 2022 ago
Blogs

Intro to Network Science and Graph Theory

Network science and simulation provide a robust framework for the study of network systems in all their complexity.

By Sel Gerosa, 8 monthsJuly 20, 2022 ago
White Papers

Automating Call Center Insight Extraction with NLP | Going beyond Sentiment Analysis

Mosaic used NLP algorithms to automatically extract various insights about people calling into a customer call center. We created a process to identify at-risk customers that called the previous day based on the transcript of the call.

By Sel Gerosa, 1 yearMarch 10, 2022 ago
Case Studies

Advanced Industrial Inventory Management Analytics

Advanced analytical techniques help manufacturers reduce inventory levels of parts required in manufacturing activities while maintaining confidence that they will not run out of parts. Mosaic was tapped to help a manufacturing company in the semiconductor industry solve the complex problem of optimizing their inventory for both future orders and historical demand rates

By Sel Gerosa, 1 yearFebruary 18, 2022 ago
Blogs

Deriving value from IoT and sensor data with time series classification (TSC)

Anytime you wish to predict the transient state(s) of something or someone constantly monitored by sensors, time series classifications are the right tool. This article will explain some basic concepts of using deep learning models for TSC and finish with a brief discussion of ways to improve the performance to save on cost and speed.

By Sel Gerosa, 2 yearsJuly 28, 2021 ago
audit technology eyeglass
Blogs

Algorithm Quality Assurance via Auditing & MLops

Algorithms can be trained to mimic human behavior, but what happens when the human developing the algorithm inadvertently allows bias into the training process?

By Drew Clancy, 3 yearsMay 27, 2020 ago
data science & design thinking image
White Papers

Data Science and Design Thinking

Mosaic writes an in-depth view on the synergies between design thinking & data science. We also examine how these two disciplines can be used together.

By Drew Clancy, 3 yearsOctober 3, 2019 ago

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