Abilash B Email & Phone Number

Bengaluru, Ka, In

Chennai, Tamil Nadu, India

Intelligent Alternative Investments Order Review System* Developed a fine-tuned LayoutLM model for document classification and question answering model tailored for document structure analysis enhancing the model’s understanding of spatial analysis in documents.* Integrated review process accelerates the review process by 50% per document scaling up to thousands of documents per day.AI-Assisted Announcements Summarization for Corporate Actions* Developed a summary generation… Show more Intelligent Alternative Investments Order Review System* Developed a fine-tuned LayoutLM model for document classification and question answering model tailored for document structure analysis enhancing the model’s understanding of spatial analysis in documents.* Integrated review process accelerates the review process by 50% per document scaling up to thousands of documents per day.AI-Assisted Announcements Summarization for Corporate Actions* Developed a summary generation system with GPT and Langchain to parse lengthy Corporate Action Announcement documents. * Leveraged Vector powered Multi-query RAG to discern crucial data and applied MapReduce method with custom templates for concise summarization. This has led to an 80% reduction in cycle time for each announcement’s analysisAutomated Request Classification and Routing* Built an intelligent auto-routing system that classifies and routes customer inquiries through a fine-tuned DistilBERT model.* Achieved a 90% reduction in cycle time, significantly enhancing customer satisfaction by accelerating issue resolutionNext Best Action for T+1 Trade Reconciliation Process* Analysis of trade break life cycle in the trade reconciliation process.* Incorporation of the next best action model that helps in the break resolution which results in a significant reduction in break cycle time facilitating the industry to move towards T+1 settlement cycle. Show less

Chennai, Tamil Nadu, India

Customer Margin Unsecured Deficit Account Classification- Enhancements to the deficit classification problem through a multi-class classification machine learning model. - This reduced the weekly reserve calculation to a daily process resulting in 100 hours of effort avoidance per month and a 50% reduction to the total margin reserve amount. - Functioned as the technical lead of the initiative by facilitating the end-to-end delivery of the use case.Customer Portfolio Anomaly… Show more Customer Margin Unsecured Deficit Account Classification- Enhancements to the deficit classification problem through a multi-class classification machine learning model. - This reduced the weekly reserve calculation to a daily process resulting in 100 hours of effort avoidance per month and a 50% reduction to the total margin reserve amount. - Functioned as the technical lead of the initiative by facilitating the end-to-end delivery of the use case.Customer Portfolio Anomaly Detection- Improvisation of the anomaly identification process on customer accounts and reduction of the manual review process by 90%. - Leveraged stock index data and several statistical methods processing millions of records daily to identify the current market trend to effectively identify and flag potential anomalies through machine learning.Transformer-based Search Retrieval Application- Implementation of a search application with capabilities to retrieve the relevant results semantically from a document corpus via custom-trained BERT and an entity identification model to identify stock tickers, CUSIPs, and key phrases through NER model. Show less

Chennai Area, India