Stabak Nandi
Lead Data Scientist at Accion Labs- Claim this Profile
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Bio
Experience
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Accion Labs
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United States
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Information Technology & Services
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700 & Above Employee
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Lead Data Scientist
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Dec 2021 - Present
Bangalore Urban, Karnataka, India Project Description: Medical Vision Enhancement. Custom ADAS Development, LiDAR-based 3D Mapping, Data Governance & Democratization Duties: • Spearheaded a computer vision project focused on augmenting medical device functionalities, notably developing real-time algorithms for intricate tasks such as intraoperative image segmentation and surgical tool tracking. • Led the development of a customized Autonomous Driving Assistance Systems (ADAS), integrating state-of-the-art computer… Show more Project Description: Medical Vision Enhancement. Custom ADAS Development, LiDAR-based 3D Mapping, Data Governance & Democratization Duties: • Spearheaded a computer vision project focused on augmenting medical device functionalities, notably developing real-time algorithms for intricate tasks such as intraoperative image segmentation and surgical tool tracking. • Led the development of a customized Autonomous Driving Assistance Systems (ADAS), integrating state-of-the-art computer vision algorithms to enhance real-time road perception and obstacle detection. • Led team in deploying LiDAR-based vision for 3D mapping with SLAM, enhancing underwater robotic navigation. • Led Data governance and Data democratisation across all business verticals Show less
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Sanofi
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France
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Pharmaceutical Manufacturing
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700 & Above Employee
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Principal Data Scientist
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Oct 2020 - Sep 2021
Mumbai, Maharashtra, India Project Description: Natural Language Processing for Covid Social Listening project. Subgroup Analysis and Dynamic Treatment Regimen for Multiple Myeloma and Lung Cancer from partially observable patient and RCT data. Rare Disease Diagnostics. Epidemic and Epidemiology Intelligence Platforms. MLOps Initiatives and Enablement. Duties: • Detection of covid vaccination adverse events from social media natural language data, MedDRA and UMLs metathesaurus using discriminative and… Show more Project Description: Natural Language Processing for Covid Social Listening project. Subgroup Analysis and Dynamic Treatment Regimen for Multiple Myeloma and Lung Cancer from partially observable patient and RCT data. Rare Disease Diagnostics. Epidemic and Epidemiology Intelligence Platforms. MLOps Initiatives and Enablement. Duties: • Detection of covid vaccination adverse events from social media natural language data, MedDRA and UMLs metathesaurus using discriminative and generative learning • Discovery of optimal subgroups for treatment efficacies and dynamic optimal treatment regimes for Multiple Myeloma and Lung Cancer using RCT and patient data with Causal Reinforcement Learning and Deep Reinforcement Learning models • Collaborate at the convergence of medical technology, healthcare technology, and pharmaceutical development to expedite the diagnostic journey for individuals with rare diseases • Develop intelligent platforms for tracking and understanding epidemics and epidemiological trends, contributing to the strategy for new product development and the management of product life cycles • Worked in implementing best MLOPs practices across the RWE digital arm using Azure MLflow and Databricks Show less
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eClerx
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India
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Information Technology & Services
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700 & Above Employee
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Lead Data Scientist
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Apr 2019 - Mar 2020
Mumbai Area, India Project Description: Natural Language Generation for Travel Portal, Auto ML and NLP Platform Development for Banking Clients, Scalable Image Processing Platform for E-commerce, Guided Resolution Project for Dell Americas Duties: • Designed a NLP/NLG system within a travel portal to automate content generation for travel destinations, offer personalized travel recommendations, and provide real-time pricing updates, optimizing user engagement and simplifying travel planning •… Show more Project Description: Natural Language Generation for Travel Portal, Auto ML and NLP Platform Development for Banking Clients, Scalable Image Processing Platform for E-commerce, Guided Resolution Project for Dell Americas Duties: • Designed a NLP/NLG system within a travel portal to automate content generation for travel destinations, offer personalized travel recommendations, and provide real-time pricing updates, optimizing user engagement and simplifying travel planning • Designed an Auto ML platform called ‘DataProbe’ for a couple of banking institutions and led a team of seven people from conceptualization to the completion of the product in 4 months. • Implemented a comprehensive deep learning NLP project on Salesforce chatter feeds for a multinational banking client to assess business risks, reveal trends, and enhance data-driven decision-making for proactive risk management. • Conceived and designed a visual search functionality enabling customers to upload product photos, leveraging deep learning to locate similar items within the catalog, thereby elevating the user experience and potentially driving higher sales. • Directed a cross-border, multi-team effort in leading a team of twenty-three developers to develop Dell Support Assist 2.0, focusing on predicting NBA Micropaths from laptop fault resolution logs within Dell Support Assist. Show less
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SS Innovations
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India
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Medical Device
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100 - 200 Employee
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Lead Data Scientist
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Jul 2018 - Feb 2019
Hangzhou, Zhejiang, China Project Description: Minimally Invasive Surgical Robotics. The ‘Mantra’ robotic system along with the 3D HD ‘Omni’ vision system assists in robotic telesurgeries in a number of hospitals across the globe Duties: • Worked on the motion and path planning of the robotic arms with 7 DOF for maintaining RCM, position control, torque control, gravity compensation, forward and inverse kinematics • Worked on the intelligent diagnostic computer vision applications of the endoscopic… Show more Project Description: Minimally Invasive Surgical Robotics. The ‘Mantra’ robotic system along with the 3D HD ‘Omni’ vision system assists in robotic telesurgeries in a number of hospitals across the globe Duties: • Worked on the motion and path planning of the robotic arms with 7 DOF for maintaining RCM, position control, torque control, gravity compensation, forward and inverse kinematics • Worked on the intelligent diagnostic computer vision applications of the endoscopic camera • Worked on tool tracking problems for the endoscopic camera to track diagnostic devices or tool tips in the endoscopic site • Worked on motion control from speech recognition problems for the single arm camera holding applications • Worked on the computer vision based 3d reconstruction of point clouds using depth sensors and machine learning to register the base positions of the robotic arm carts • Worked on a 2D overlay based GUI application for the surgeon command centre screen Show less
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Third Eye Inc.
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United States
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IT Services and IT Consulting
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1 - 100 Employee
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Senior Data Scientist
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Jun 2015 - May 2018
Bangalore Project Description: IoT solutions for Smart Dairy Monitoring System (Karnataka Milk Federation) and Telecom Asset Lifecycle Management (Fulcrum Technologies). Credit card transaction Analysis for PayUMoney, OMS Medical Diagnostic Project for studying Doctor Referral Pattern anomalies, IBM Netcool Duties: • Implemented IoT bolus technology for cattle health and pregnancy monitoring and developed a cattle behavior and fleet management IoT system for Karnataka Milk Federation optimizing… Show more Project Description: IoT solutions for Smart Dairy Monitoring System (Karnataka Milk Federation) and Telecom Asset Lifecycle Management (Fulcrum Technologies). Credit card transaction Analysis for PayUMoney, OMS Medical Diagnostic Project for studying Doctor Referral Pattern anomalies, IBM Netcool Duties: • Implemented IoT bolus technology for cattle health and pregnancy monitoring and developed a cattle behavior and fleet management IoT system for Karnataka Milk Federation optimizing livestock care and logistics • Developed Fulcrum's telecom asset and warehouse management and monitoring system including telecom tower monitoring, fault reporting, and a computer vision framework for asset detection and fault identification from video feeds, all as part of the Mangosteen IOT project • Conducted extensive research and development for PayUMoney, focusing on payment gateway pre-marketing, risk analysis, Credit Card Customer Segmentation, merchant data analysis, and Credit Risk assessment for Credit Card portfolios. • Implemented a deep learning-based anomaly detection system for handwritten prescriptions in a real-world healthcare setting, enhancing patient safety and referral network integrity. • Collaborated on real-time data analysis within the realm of incident management by leveraging IBM Netcool-generated tickets to forecast problem resolution timelines, evaluate outage impacts, discern resolution categories, and estimate necessary time allocations. Show less
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Tesco Bengaluru
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India
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Retail
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700 & Above Employee
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Data Engineer
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Jun 2014 - Feb 2015
Bangalore Project Description: ESourcing Project for the bidding management of TESCO suppliers and buyers Duties: • Investigating and implementing machine learning-driven distributed constraint optimization algorithms using datasets from the USC DCOP Repository. • Employing machine learning techniques to optimize transport networks for the Spanish Orange supplies to the UK. • Utilizing machine learning models for closing price forecasting in online auctions and gaining insights into… Show more Project Description: ESourcing Project for the bidding management of TESCO suppliers and buyers Duties: • Investigating and implementing machine learning-driven distributed constraint optimization algorithms using datasets from the USC DCOP Repository. • Employing machine learning techniques to optimize transport networks for the Spanish Orange supplies to the UK. • Utilizing machine learning models for closing price forecasting in online auctions and gaining insights into customer buying behavior. • Applying machine learning methods to scale up, test, and debug the Trade Extensions tool for ESourcing operations, aligning with data analysis outcomes. Show less
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Assistant Systems Engineer - Developer for British Telecom
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Nov 2010 - Jul 2012
Kolkata Area, India roject Description: British Telecom's Openreach project involved expanding their fiber-based product portfolio by offering Generic Ethernet Access (GEA) over FTTC (Fiber to the Cabinet) at locations with established copper infrastructures. This innovative GEA variant harnessed VDSL technology and incorporated components from FTTP (Fiber to the Premises) GEA to provide enhanced broadband speeds to end-user premises. The solution leveraged a fiber connection from the exchange to the cabinet… Show more roject Description: British Telecom's Openreach project involved expanding their fiber-based product portfolio by offering Generic Ethernet Access (GEA) over FTTC (Fiber to the Cabinet) at locations with established copper infrastructures. This innovative GEA variant harnessed VDSL technology and incorporated components from FTTP (Fiber to the Premises) GEA to provide enhanced broadband speeds to end-user premises. The solution leveraged a fiber connection from the exchange to the cabinet, seamlessly integrating with existing copper connections from the cabinet to the premises, ultimately optimizing network performance and accessibility. Duties: • Developed, optimized, and maintained ORACLE-PL/SQL codes and packages, ensuring data integrity and system performance. • Designed and implemented ETL Data Flow Mappings in OWB 10.2 for efficient data loading into the warehouse, leveraging automation for deployments. • Managed end-to-end reporting processes using OBI and Siebel Analytics for actionable insights, while also providing extensive support for quality assurance through test case review, documentation, and IVVT assistance. Show less
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Education
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University of Southampton
Master's degree, Artificial Intelligence -
West Bengal University of Technology
Bachelor of Technology (B.Tech.), Computer Science and Engineering