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Data Enrichment                                                                                                          Platforms & Operations





         While data is oil, Enrichment is the refinery. SPi has wide experience in enriching data  across multi-                    To support our Data Management and Enrichment
         ple industries. Our enrichment services include Mapping & Linking, Indexing, Summarization,                               services, SPi specializes in supporting Database
         Knowledge Modeling and Annotation.                                                                                        Design & Maintenance, Migration and Application
                                                                                                                                   hosting & support activities and provides Platform
         Mapping & Linking - Through a combination of Natural Language Processing (NLP) and Machine                                as a Service capabilities too.
         Learning techniques integrated into our Insight Engine, we can identify linkages in data/information
         assets and effectively map and link them for an effective information discovery and decision experi-                        Database Design & Maintenance: Our content
         ence                                                                                                                      support team handles the design of content

         For Indexing & Summarization services, SPi offers deep, granular subject categorization & sum-                             structures to enable new functionalities on your CMS
         marization (case study - link to News Events Summarization) in Health & Science, Information                              platform and, also, manage content rendering and
         Services, Legal, Risk, Regulatory and Compliance domains leveraging ConSCIse solution and our deep                        functionality related tickets coming from internal
         subject matter experts in the domain                                                                                      and external users of the platform. We have rich
                                                                                                                                   experience in a wide range of proprietary and open
         SPi’s team of subject matter experts (SMEs) and certified Taxonomists provide highly customized and                        source CMS platforms; and combined with our
         effective knowledge modeling services – taxonomies, thesauri and ontology – to help improve infor-                         in-depth knowledge of content workflows, provides
         mation search & discoverability, navigation, and effective storage & retrieval of information assets.                      you with a one-stop solution.


         When AI & ML are getting industrialized, training & test data needs to undergo preparation for                            Schema Design: Our team of content software
         computers to find patterns and inferences. For ML models to learn efficiently and effectively, data                           engineers can design schemas and maintain the
         annotation must be accurate and relevant to the task the machine is being asked to perform.                               schemas so that can automated transform happens
         For this reason, large scale human-annotation services are key to successful machine learning.                            across various content feeds to the client defined
         SPi provides high quality data annotation services for machine learning use cases in the fields                            format. This lets your team focus on defining new
         of Financial Services, Risk & Compliance, Legal and Media with our highly qualified annotators                             sources for fresh content and leave the extract-
         processing millions of data points to build premium ground truth data for text, images, videos,                           transform-and-load process to SPi.
         and audio across 20+ languages.
                                                                                                                                   Content Migration: SPi has highly experienced
                                                                                                                                   teams in migrating content from your legacy platforms
                                                                                                                                   to new ones understanding how schema needs to be
                                                                                                                                   set up for unstructured data. Our full suite solution
                                                                                                                                   includes analysis of the requirements, mapping of the
                                                                                                                                   content structures, managing the ETL process, and
                                                                                                                                   performing the ingestion QA and testing. We have
                                                                                                                                   migrated millions of records for leading information
                                                                                                                                   providers in Risk & Compliance, Health & Science,
                                                                                                                                   Legal domains.



                                                                                                                                  Case study : a short writeup of how we do these activities. Lets write 2 para’s. 1 for Migration and
                                                                                                                                  1 for Application & Client Support

         Case study : a short writeup of how we do these activities. Lets write 2 para’s. 1 for Indexing,
         Summarization & Knowledge Modeling (ASM? XML First usecase – Ask Vel). 1 more if possible
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