High Tech Expert

1 week ago

Jamnagar, India beBeeExpertise Full time

High Tech ExpertThis is a unique opportunity to solve intricate technical challenges, from real-time very large data processing to advanced analytics and optimisation on very large network graphs and interactive graph visualizations, while contributing to a mission that fights financial crime, builds customer intelligence and promotes ethical decision-making.Design and implement distributed entity resolution algorithms to process billions of records.Build blocking strategies (e.g., LSH, canopy clustering) optimized for Spark 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.Assist the team in building 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.Build Graph Neural Networks (GNNs) and models using neighbour sampling techniques such as GraphSAGE to analyse 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.Champion model transparency and fairness by integrating state-of-art models evaluation techniques such as SHAP, LIME, bias detection and monitoring model drifts.About UsWe are a mission-driven organization that seeks to advance technology to prevent financial crime. We believe in fostering innovation and leveraging expertise to build trust within our ecosystem. Our goal is to create cutting-edge solutions that drive meaningful impact.To be successful in this role, you will need:Experience with distributed systems and big data processing.Strong understanding of machine learning concepts and their application in real-world scenarios.Proficiency in programming languages such as Java, Python, or Scala.Familiarity with cloud-based infrastructure and containerization technologies.Collaborative mindset and excellent communication skills.What We OfferIn return for your expertise, we offer a competitive compensation package, opportunities for growth and professional development, and a collaborative work environment that values creativity and innovative thinking. Join us in our pursuit of excellence and contribute to shaping the future of high-tech solutions.

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