Creates a knowledge graph from your data, with focus on unstructured data using advanced NLP/U & ML
The Hume platform is an NLP-focused, Graph-Powered Insights Engine.
It creates a digital twin of your business in the form of a Collaborative Knowledge Graph which surfaces critical but previously buried and undetected relevance in your organization.
This newly accessible relevance can be surfaced and used in a variety of ways as shown below.
Business User Capabilities
- Conceptual / Predictive Search
- -Combine Hume’s Collaborative Knowledge Graph with Elasticsearch to search your data more effectively.
- -Search API, Elasticsearch Integration plugins, Auto-suggest/Autocomplete
- Dynamic Chat and Conversation
- -Dynamic translation from natural language to Cypher for dynamic answers
- -Open-domain Question Answering over knowledge graph
- Q&A over text docs
- Dashboards (custom delivery)
- -Combine filtering and search
- -Context aware graph viz & exploration, geo dashboards
Key Features
- Collaborative Knowledge Graph (CKG)
- Robust NLP/NLU engine (up to 99% precision, 90% recall)
- Part of Speech tagging
- Dependency Parsing
- Named Entity Recognition
- Co-Reference
- First production usable TextRank algorithm
- Keyword & Concept Extraction (using TextRank)
- Sentiment Analysis
- Enrichment
- Multi-language doc & concept comparison/analysis
- Ontology support
- Using existing customer ontologies (or from scratch using Hume.Labs)
- Entity Linking & Disambiguation to leverage other KBs more effectively
- Routing/Alerting/Notifications/Doc Classification
- Management API and UI (including schemas)
- Ingestion / dsource transform & mapping to schema
- REST API
- Indexing (for contextual info retrieval) combo of Graph & Elasticsearch
- Dynamic search/retrieve from graph
- Generating more connectedness using other KBs (WikiData, ConceptNet, internal KBs, taxonomies etc)
- Image recognition / processing / enrichment
- Word Embeddings (Word2Vec)
- Doc Embeddings (Doc2Vec)
- Entity Relationships extraction (RNN, CNN, SVM)
- Classification based Doc2Vec & K-means
- Intent based on Bayesian and others
- Text Summarization
- Text Clustering (LDA & LDA over Apache Spark)
- Entity Linking / Disambiguation
Scalable & highly-available
- Infinitely scalable NLP engine & HA Knowledge Graph
Hume.Labs
- Map domain so Hume understands the language of your enterprise
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