With graph database capabilities. Such as arangodb. Offers a faster. More direct way to analyze the network of relationships between customers or vendors laos whatsapp number data   than a relational database. “these databases have been around for a while. But they’re gaining traction because of the kinds of analysis people want.” he says. One pwc client in an emerging market has placed sensors on store shelves to track what products are there. And how long shoppers stand in front of particular shelves. “these sensors are emitting streams of data that are going to grow exponentially.” says curran. “A nosql key-value database like redis is the way to go because it’s specialized. High-performance. And lightweight.”

Deep learning

According to hopkins. Deep learning . A set of  optimize your digital marketing strategy with targeted  machine learning methods based on neural networks. Is still evolving. But shows great potential for solving business problems. “deep learning . . . Enables computers to recognize objects of interest in large amounts of unstructured and binary data. And infer relationships. Without requiring special models or programming instructions.” he says

In one example. A deep learning algorithm that studied data from wikipedia independently learned that california and texas are u.S. States. “you don’t need to model to understand the concept of state and country. And that’s the big difference between old machine learning and new deep learning methods.” hopkins says. 

Unstructured text. Using advanced analytics techniques bulgaria business directory  like deep learning to help in ways we’re only just beginning to understand.” hopkins says. For example. It could be used to recognize different types of data. Like shapes. Colors and objects in videos. Or even the presence of a cat in an image. As a neural network created by google in 2012 did . “this notion of cognitive interaction. Advanced analytics and what that implies . . . Is a big trend for the future.” hopkins says.

Analytics in memory

According to beyer. Using in-memory databases to  bulgaria business directory speed up analytical processing is becoming increasingly popular and very profitable in the right conditions. In fact. Many companies already use hybrid transaction/analytical processing (htap). Allowing transactions and analytical processing to reside in the same in-memory database.