Blogs
Geospatial Data Analysis for Machine Learning-based Customer Clustering
Both descriptive analytics and machine learning models can benefit greatly from using geographic data analysis to solve segmentation use cases.
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.
Blogs
Making Sense of Natural Language Processing: Q&A With Alex Tennant, Senior Data Scientist
We sat down with Senior Data Scientist Alex Tennant for his perspective on the opportunities and complexities of NLP and how Mosaic is paving the way for the consistent evolution of this powerful technology.
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.
White Papers
Extract Movement-Based Insights with Pose Estimation
Wielding the power of computer vision human action extraction to gain insights from video data presents an opportunity for logistics companies to make improvements for new and current customers.
White Papers
Analyzing Digital Platform Data to Understand User Behavior
As our world becomes more and more digitized, organizations need to leverage behavior data to provide a better customer experience and detect potential problems before they arise. This can be achieved by analyzing behavior patterns from digital platforms customers operate.
White Papers
Contextual Search Engine Development
Contextual search can be labeled as a search capability that focuses on the context of the user-generated query including the original intent of the user to show the most relevant set of results. It is quite different than traditional search technologies which focus only on keyword matching.
Blogs
Data Optimization for Fantasy Sports Analytics
Fantasy sports represent a rich and exciting world of modeling and analytic possibilities. With the advent of modern computer vision, statistics tracking, and the general embrace of the sporting community of a “data-centric” view to the game, there is a wealth of information available about each player, their performances, and various metadata.
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.
White Papers
How Deep Learning Facilitates Automation & Innovation and When to Use It
In our whitepaper, Mosaic explores deep learning , including when to use deep learning over machine learning using practical examples.