Technical Leader

1 week ago


thrissur, India beBeeArtificialIntelligence Full time

Job OverviewThis role is focused on building and implementing distributed graph computing solutions using a microservices architecture for a next-generation data intelligence platform.The successful candidate will lead the development of Entity Resolution and Network Generation services, focusing on performance optimization and distributed systems design.Main Responsibilities:Design and implement scalable entity resolution algorithms to process large datasets.Develop optimized strategies for Spark processing at scale.Create AI/ML based advanced matching with explainable AI (XAI).Implement incremental resolution supporting real-time and batch modes.Design APIs for entity lookup with sub-100ms latency requirements.Collaborate with the team in developing dynamic entity resolution with embedded graph knowledge of GNN and GT (Graph transformers).Architect distributed graph generation pipelines using libraries such as GraphX/GraphFrames.Implement graph analytics algorithms such as PageRank, community detection, and centrality measures.Design storage strategies for multi-billion edge graphs in the cloud.Build temporal graph support for time-evolving networks.Create high-performance graph serving APIs with complex query capabilities.Optimize graph partitioning to minimize shuffle and maximize locality.Develop Graph Neural Networks (GNNs) and models using neighbour sampling techniques such as GraphSAGE to analyze corporate and transaction networks for fraud and risk patterns.Implement AI based Entity Resolution algorithms using techniques such as fuzzy matching, semantic matching (Sentence-BERT), and clustering across heterogeneous data sources.Create Risk Scoring Models by combining rule-based, supervised and unsupervised methods, optimized for real-time and large data processing.Promote model transparency and fairness by integrating state-of-art models evaluation techniques such as SHAP, LIME, bias detection and monitoring model drifts.Evaluate and Implement comprehensive monitoring and observability.Contribute to API design and service contracts.



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