Maruti Pai

3+ years of work experience

Jan 20267 mosPresent

Build and maintain production FastAPI services for AI-powered applications. Developed speech-to-text → semantic search pipelines using embeddings and vector similarity. Manage deployments using Nginx and Gunicorn, handling reverse proxying and process management. Set up domains, DNS, and environments to ensure secure and stable access to applications. Focus on reliability, latency, and clean system design for real-world usage.

Mar 202511 mosJan 2026

Built a multi-modal RAG system using Ollama, DeepSeek, and FAISS, reducing response latency from 10s to 4s. Developed async FastAPI APIs for Flutter apps, improving concurrency and response time by 45%. Implemented OCR pipelines using Docling OCR with Django and MongoDB/PostgreSQL, achieving 92% accuracy. Designed document ingestion and semantic search workflows that improved retrieval efficiency by 40%.

Dec 20231 yr 4 mosMar 2025

Remote

Built OCR pipelines for retail bill automation, reducing manual effort by 90% with 92% accuracy. Developed a YOLOv8-based poultry litter detection system with real-time alerts, improving monitoring efficiency by 60% Implemented LSTM-based demand forecasting models, reducing MAPE by 15%. Worked on end-to-end ML workflows including data preprocessing, model training, and deployment.

Jul 202311 mosMay 2024

On-site

Gained hands-on experience in statistics, machine learning, and neural networks. Built projects in computer vision, NLP, and forecasting as part of applied coursework. Strengthened foundations in Python, data analysis, and model evaluation. Focused on practical implementation rather than only theory.