π Masterβs in Robotics Engineering, University of Maryland (GPA: 3.88/4.0)
π€ Robotics & Autonomy | π₯οΈ Computer Vision & AI/ML | βοΈ Cloud & MLOps | π Embedded Systems
Current: Machine Learning Engineer @ Squark AI
Ex-UMD Teaching & Research Assistant | Ex-Brahm Works (Design Engineer) | Ex-Tata Technologies (GET Software Engineer)
Iβm passionate about building intelligent robotic and AI systems that bridge the gap between research and deployment.
Currently, I am diving deep into Machine Learning, Perception, and Motion Planning for Robots, with a focus on taking ideas from simulation to deployment in real-world environments.
π« Contact Me:
π§ Email: swarajmr@umd.edu | swarajmrao@gmail.com
π Phone: +1 (240)-351-4782
π Portfolio: www.swarajmrao.com
πΌ LinkedIn: linkedin.com/in/swarajmrao
π₯οΈ GitHub: github.com/SwarajMundruppadyRao
- π₯ 3D UAV Scene Reconstruction & Fire Detection β PX4 + VOXL2 + ROS2 pipeline with SfM/MVS; onboard YOLO inference for fire/human detection.
- π¦ End-to-End MLOps Observability β AWS EKS + Docker/Helm + OpenTelemetry, Prometheus/Grafana dashboards, CI/CD with rollback.
- π§ Vision-Language Model (PaliGemma-based) β Custom CLIP + KV caching architecture, 35% faster inference.
- ποΈ Autism Detection via Eye Tracking β CNN + LSTM + Transformer pipeline (PyTorch), 88.9% accuracy, AWS web deployment.
- π± Agricultural Perception System β Weed/pest detection with RGB-D cameras, 96.4% mAP, deployed on NVIDIA Jetson.
- π€Ώ Differentiable Simulation for Soft Robots β DiffPD/DiffAqua pipelines with morphology + controller optimization, 2Γ faster convergence.
π Always open to collaborating on robotics, perception, and AI/ML projects that push technology forward.

