Vinay Narayan Email & Phone Number

Bengaluru, Karnataka, India

Bengaluru, Karnataka, India

•Responsible for pipeline optimization & maintaining ownership of the product's source code.•Integrated parallel processing to the pipeline to maximize CPU cores usage resulting in reduced training & inference time by ~70%.•Introduced new modules and rules to reduce/skip feature extraction computation, resulting in overall reduction in execution time by 10-20%, depending on input data.•Fine-tuned OpenAI’s GPT3.5 for downstream tasks. Tested, validated and integrated into the pipeline resulting in increased accuracy by 30-50%, depending on benchmark datasets.•Fine-tuned BERT for multi-class classification task resulting in 90% accuracy.

Bengaluru, Karnataka, India

Projects:Face Detection and Face Recognition• Responsible for training, validating and deploying Face Detection and Face Recognition models on OpenCV AI Kit edge device using Intel's OpenVino toolkit framework.• Optimized neural networks and quantized network's learned weights/parameters resulting in reduction of model's memory footprint and decreased latency during model inference on edge devices.Text Summarization• Trained and validated transformer-based model for abstractive text summarization, for application in the legal domain.Optical Character Recognition• Implemented, tested and validated ML models for handwritten OCR to digitize COVID patient diaries using open-source models: KerasOCR, EasyOCR, TrOCR, Tesseract.Named Entity Recognition & Relation Extraction• Involved in building supervised ML models for Named Entity Recognition and Relation Extraction between named entities in medical domain: Spacy, SciSpacy, Rebel, BioBert.• Involved in implementation of Unsupervised learning methods for Named Entity Recognition.Information Extraction• Developed python script to extract data from unstructured PDF forms in the medical domain.Machine Translation• Trained, tested and validated Neural Machine Translation models for language translation between any languages.Medidata• Involved in maintenance of Centralized Statistical Analysis (CSA) software application codebase written in R language.• Involved in troubleshooting and maintenance of CSA application dashboard.• Responsible for performing CSA API health check on a weekly basis in Virtual Testing Environment using sample datasets.Other roles & responsibilities:• Mentored and guided interns and freshers in understanding their tasks and potential approaches to solve them.• Provided learning resources and personal guidance to help them understand Machine Learning concepts.• Communicated effectively with stakeholders, providing timely updates on the team's progress.

Bengaluru, Karnataka, India

• Involved in data analysis on Automotive parts sales data and associate's KPIs to derive insights and drive business decisions. Performed pricing analysis for aftermarket and salvaged automotive parts during procurement and sales.• Analyzed customer requirements and created tailored quotations containing technical and commercial details, to meet their automotive part needs.• Voluntarily created technical training documents for new employees, contributing to their onboarding and development within the company.

Bengaluru, Karnataka, India

• Responsible for techno-commercial marketing of Special Purpose Machines and Industrial Automation Solutions. Travelling to existing and potential new client facilities to understand client requirements.• Designed and developed concepts for client's SPMs and Industrial Automation needs using AutoCAD and SolidWorks software applications.• Responsible for preparing quotations and validating team's quotations. Quotations contained concept design, estimation, costing and technical write-up for the whole project.

Bengaluru, Karnataka, India

• Facilitated the implementation of Warehouse Management Systems by serving as a liaison between the IT vendor and the company.• Trained company employees on how to use Warehouse Management Systems effectively, ensuring optimal utilization of the system.• Troubleshot issues within the Warehouse Management System software application using MySQL database and SQL querying language.

Master'S Programme, Statistics And Machine Learning

Bachelor Of Engineering (B.E.), Mechanical Engineering