Natural Language Processing (NLP)
6Estates is a NLP technology leader, especially for processing Chinese language content with 93% accuracy. We index and categorise the data, providing only relevant content to your search. Our proprietary text processing algorithms and knowledge base instantly identify linkages of organisations, people and location. We own more than 30 NLP and text mining algorithms based on deep neural networks models and probabilistic graphical models, helping to perform in-depth analysis of Chinese & English content.
Deep learning model combines data and knowledge for language translation, comprehension, and image understanding. Combining deep learning with attention modelling helps to visualise and make models more explainable.
Knowledge Graph (KG)
NLP collects semantic analytics, and provides consumption signals and indicators. Knowledge graph will turn these signals and indicators into knowledge of the customer journey and behavior. We build domain specific ontology and knowledge graph for different industry verticals such as finance, entertainment and F&B, to mine implicit entities and discover unknown relationships for casual analysis.
To achieve explainable AI, we compute and visualise the relevance between two arbitrary neurons in a neural network using layer-wise relevance propagation. We focus on reinforcement learning, transfer learning, and adversarial learning to support small data learning under low-resource conditions.
Intelligent Crawling Technologies
Distributed intelligent crawling ensures representative and relevant data in real-time.
Unstructured Data Analytics
Fusion of data from multiple unstructured data sources: user-centric vs. information-centric, and structured vs. unstructured. Discover communities with user info, detailed domain info, user profile mining and knowledge discovery.