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.

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, 2 monthsMarch 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, 3 monthsFebruary 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, 10 monthsJuly 28, 2021 ago
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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, 2 yearsMay 27, 2020 ago
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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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Case Studies

Deep Ranking for Image Similarity

We designed and deployed a custom deep learning based tool to extract images from millions of digital and scanned documents.

By Drew Clancy, 3 yearsFebruary 4, 2019 ago
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White Papers

Revamping Airline Demand Forecasting

In our white paper, Mosaic examines fresh machine learning based approaches to more accurately forecast airline seat demand.

By Drew Clancy, 3 yearsJanuary 22, 2019 ago
Container Container Port Port Cargo
Case Studies

Advanced Analytics for 3PL

Mosaic helps a leading 3PL company apply machine learning to predict brokerage profit drivers.

By Drew Clancy, 4 yearsNovember 12, 2018 ago
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White Papers

B2B Sales & Marketing Machine Learning

This whitepaper reviews an approach for applying machine learning and predictive analytics in a B2B sales & marketing environment.

By Drew Clancy, 4 yearsSeptember 19, 2018 ago
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Case Studies

Forecasting Hotel Room Demand

Mosaic was engaged by a leading hotel chain to assess the best way to predict future demand for hotel rooms across their various properties.

By Drew Clancy, 4 yearsAugust 31, 2018 ago

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