Experience

My professional journey and contributions across leading organizations.

Sr. Machine Learning Engineer

Simform Solutions · Ahmedabad, India

May 2025 – Present

Current
  • Architected and deployed production-grade Agentic AI and Generative AI solutions leveraging Azure OpenAI, LangChain, and LangGraph multi-agent workflows for enterprise clients, enabling autonomous task orchestration across complex business processes.
  • Designed end-to-end Intelligent Document Processing (IDP) pipelines with multimodal LLM classification and OCR-based structured extraction using Azure Document Intelligence, enforcing strict data contracts via Pydantic v2 schemas with near-zero hallucination.
  • Led ML pipeline development for healthcare predictive analytics using XGBoost, LightGBM, and TabNet, ensuring HIPAA-aligned in-house deployment with zero data leakage and full model auditability.
  • Established LLM evaluation frameworks using DeepEval and RAGAS to systematically measure reliability, faithfulness, and answer accuracy across RAG-based systems in production.
  • Engineered secure, high-performance FastAPI microservices with rate limiting and Azure Key Vault secret management, achieving enterprise-grade security and scalability on Azure cloud infrastructure.

Jr. Machine Learning Engineer

Codiste · Ahmedabad, India

July 2023 – April 2025

  • Developed and deployed RAG-based chatbots and conversational AI systems using LLMs, LangChain, prompt engineering, and vector databases (Pinecone, Qdrant), serving 10,000+ queries/month across diverse business use cases.
  • Architected and deployed scalable AI microservices on AWS (EC2, Lambda) with Docker containerization, enabling seamless integration with enterprise applications and reducing deployment time.
  • Conducted applied computer vision research including video analysis, semantic segmentation, and real-time object detection using PyTorch and YOLO architectures for media and analytics clients.
  • Designed and maintained automated CI/CD pipelines on AWS CodeBuild and CodeCommit for continuous ML model deployment, reducing release cycles by 35% and improving delivery reliability.

Machine Learning Intern

Kshatrainfotech Pvt Ltd · Ahmedabad, India

February 2023 – July 2023

  • Trained and fine-tuned a Segformer transformer model for Indian billboard semantic segmentation on a custom-curated dataset using transfer learning, enabling accurate outdoor advertisement analytics with pixel-level precision.
  • Benchmarked deep learning architectures including ResNet50, MobileNet, AlexNet, and InceptionNet implemented from scratch in PyTorch, documenting performance trade-offs to guide model selection decisions.
  • Built and deployed a YOLOv7-based blood cell detection model for medical image analysis, automating cell-type identification from microscopy images with high precision and reducing manual review effort significantly.