MLOps /Associate Data Scientist
Syngenta
Pune, Maharashtra
02.2025 - Current
- Architecture & Deployment: Designed and managed scalable deployment architectures on AWS (EC2, ECS Fargate, Lambda) using Nginx, Traefik, and Docker/Podman, routing multiple applications via subdomains and subpaths.
- CI/CD & MLOps: Developed GitLab CI/CD pipelines and set up container monitoring systems (Uptime Kuma, Dozzle with secure authentication) to automate deployments and streamline log accessibility for developers.
- GPU & Model Hosting: Provisioned GPU-accelerated environments (AWS EC2 g5.2xlarge) for video processing and email applications, resolving CUDA toolkit/driver compatibility issues to host local LLMs (Gemma, zero-shot classifiers) for high-performance categorization.
- AWS Infrastructure: Configured high-availability networking and security including ALB SSO integration, NLB, RDS instances, and ACM SSL certificate management (wildcard and non-wildcard).
- AI & Forecasting Projects: Contributed to high-impact AI systems, including an LLM-powered Email Management Agent (sorting, summarization, and Outlook calendar automation), an Unconfirmed Demand Management Agent, and global Sales Forecasting models.