Hourglass Software LLC provides RESTful APIs based on Intellectual Property (owned by Hourglass Software) for using Facial Recognition, Natural Language Processing, and other physical attributes for double-model Machine Learning predictions for online dating applications. Any mobile or web application can use the RESTful API over HTTP to integrate with the Matrix Mirror Engine and Algorithm. Thus, by leveraging Machine Learning, there is a higher likelihood of the application user to “like” the profile being provided to them. It is based on a confidence value which can be configured per user. Each user has his/her own personalized Machine Learning Model/s built for him/her that makes prediction on who the user is more likely to LIKE. The purpose is to supplement your application, not to perform holistic dating application solution. The web API is built using C# ASP.NET MVC 4.6. Machine Learning updates every 50 records to retrain the model. It also adapts to the users most recent behavior by allowing “noise injection”.

With technology growing larger and more advanced, the path to a coordinated connection and comprehensive experience has become integral in shaping compatibility on a multifactorial level. Our most inherent need and desire to connect stems from the growth of these connection for meaningful relationships. Online dating has grown exponentially into $3 Billion dollar industry in bridging societal needs with the latest technology. As the climate of our society changes, so does the individual needs for an elevated experience in the search for romance. Online Dating accounts for 12% of connections made in the age of 18-29. As for 55-65 year old constituents looking for a social connection, the numbers have doubled from 6% to 12% between 2013 and 2015. As of 2019, there is roughly 1 in 10 people searching for romance. There has also been the emergence of 1500+ dating applications by the end of 2019, the competition for providing such services in a successful way is now better amplified with development of latest technology (artifi-cial intelligence). We have integrated AI software, facial recognition and language processing to provide the most comprehensive expansion software package to the current dating platforms presently.
On behalf of Hourglass Software, we proudly present the next generation in dating!
Matrix Mirror is the latest platform that integrates the current dating applications, with artificial in-telligence in a seamless blend/marriage of technology and physical/qualitative/quantitative as-pects of attraction.

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TITLE - High Confidence Predicted Profiles for Online Dating Matching Using Continuously Learning Machine Learning Models Trained for each User with Physical and Facial Attributes 

We own and use:
• Microsoft Azure for hosting the web service API
• Rackspace MySQL database
• AWS S3
• AWS Rekognition
• AWS Comprehend
• Microsoft ML.NET

We customize parts of the API for specific for your application. You can also make requests to further customize search filter fields for profile retrieval. These require code changes and database changes. The core logic, however, will not be changed. Supported face picture sizes are also customizable. Domains will be determined at time of contract.