Thursday, November 9, 2017

Panasonic buying deep learning startup

Arimo was born Adatao in 2013 and is being acquired by Panasonic. It calls its product Behavioral AI and targets it to machine learning for Industry 4.0.

It started with two tools. pAnalytics is a Spark environment providing an API where developers can work with the data and expose it to the end users with charts and graphs. pInsights is the end user layer, which takes natural language queries. This tool learns from the end user's interactions and can suggest possible queries.

This approach is used to learn from the past behavior of equipment to identify complex anomalies that are hard to predict with traditional statistical modeling. The same deep learning algorithms can also be used to predict retail shopper's behavior to offer them incentives and optimize store inventories. A related solution area is financial services, where the technology can find signals and anomalies in large-scale transactional data to detect fraud, model risk, and predict investor or consumer behavior.

Panasonic first aims to apply the technology to data on business refrigerators for supermarkets and convenience stores. It envisions a service reducing energy consumption for a store chain overall by setting optimal operating patterns for individual stores, based on past data on refrigerators' internal temperature and energy use. Panasonic can then expand the application to industrial air conditioners.

In the future, Panasonic plans services to manage the physical health of the elderly based on data from appliances and a range of sensors. Since Panasonic has few data analysis experts, Arimo will be a training ground for its employees.