Karnika Misra

About Karnika Misra

Data Scientist with 3+ years of experience in designing, developing, and deploying…

Experience

1. Data Scientist

   Capgemini Engineering

   Oct 2022 — Present · Gurugram, IN

   Designed and deployed an AI-driven system for automated ship counting and classification on waterways, leveraging YOLOX ByteTrack for real-time boat detection and OCR for text recognition.• Integrated the solution with RTSP protocols, deployed in production using Azure Machine Learning pipelines and Docker containers to handle live video streams and ensure scalable performance.• Developed and validated Generative AI models for automated generation of Epics, User Stories, and Code based on custom prompts, ensuring consistency and accuracy across different software development inputs.• Conducted comprehensive testing and validation of generated outputs using diverse inputs such as text, file data, and JIRA IDs, to rigorously evaluate the system\'s behavior and performance.• Created an error classification model using FastText for log analysis, achieving 95% accuracy in detecting system failures from log data.• Implemented a DOC_VEC-based model for similar ticket identification, improving support ticket resolution time with 92% accuracy in retrieving relevant cases using Elasticsearch for call stack comparison. Developed an image-based product recommendation system utilizing RESNET50 and K-Nearest Neighbors (KNN), achieving 89% accuracy in suggesting products to customers based on visual similarities.• Built a customer segmentation model that combined behavioral analysis with personalized recommendation systems to optimize marketing strategies and product recommendations.