Data To Decisions Through AI
Every enterprise today is generating exponentially more data internally and finds critical and competitive use for the vast amount of externally available public and private data including social, government data, research, etc. And, the importance of archiving data is well understood. In the face of the volume and the variety of data, it is now clear that conventional data warehouses and BI analytics must be complemented with the AI and Big Data analytics to yield competitive standing in virtually every vertical and industry segment.
AI and Big Data are firmly positioned now as practical techniques, even if advanced and complicated, to process gainfully the vast amounts of enterprise data and to lead enterprises to decisions that are truly data driven.
We at Lead Semantics define practical Artificial Intelligence(AI) to at least include Machine Learning (ML), Deep Learning (DL), Natural Language Processing (NLP - Lexical & Semantic Parsing, Language Understanding & Generation) and Semantic Technology (ST). ML (including DL) is at the heart of our solution pipelines which, process vast amounts of structured data and compute predictions and unseen relations buried in the enterprise data. Our NLP pipelines process raw text to extract and assign structure to data and use neural network (DL) models to assign meaning to character strings and parts of sentences. We have further augmented these NLP pipelines with knowledge extraction pipelines that include novel, state of the art methods to extract candidate tokens and phrases to generate high probability predicate matches with in a target set of ontologies. Our extended NLP pipeline enables creation of knowledge from raw text and adds the newly created knowledge to a Semantic Knowledge Graph. We believe Knowledge Graphs are the most valuable end product of enterprise BI and AI pipelines that enable transparent decisions supported by underlying data.
Companies that do not possess the requisite skills in-house in AI, ML and the Data Engineering necessary are better placed to find the right partner with these skills and proven record and we believe Lead Semantics is the right partner with the requisite depth and breadth of AI and Engineering expertise!