About
5+ years of experience building production ML systems at scale. Currently driving NLP and ML infrastructure at SumoLogic, previously built MLOps platforms and Edge AI solutions.
About Me
Senior Software Engineer I, Machine Learning at SumoLogic — building intelligent query systems processing petabytes of log data. Previously delivered ML solutions at Sensehawk (Reliance Jio), DeepEdge.ai, and led research at IIT Delhi.
I specialize in:
- Production ML Systems: End-to-end pipelines from data to deployment
- NLP & LLMs: Intent detection, query understanding, fine-tuned transformers
- MLOps & Infrastructure: Automated training, versioning, serving at scale
- Edge AI: Model optimization for resource-constrained devices
Career Highlights
| Company | Role | Impact |
|---|---|---|
| SumoLogic | Senior ML Engineer | Intent detection <500ms, 70% accuracy improvement |
| Sensehawk | ML Engineer | MLOps platform reduced ML cycle by 90% |
| DeepEdge.ai | ML Engineer | Edge inference 25-30% faster, AWS costs down 30% |
| IIT Delhi | Research Lead | Led team of 6, 40-70% faster edge processing |
Technical Expertise
Machine Learning & AI
- Deep Learning: PyTorch, TensorFlow, Transformers, Hugging Face
- NLP: BERT, GPT-2, LangChain, Intent Classification, NER
- Computer Vision: YOLOv8, SAM, UNet, OpenCV
- MLOps: MLFlow, SageMaker, Kubeflow, Model Versioning & Drift Detection
Infrastructure & Backend
- Cloud: AWS (SageMaker, Lambda, EKS, S3, SQS), GCP
- Orchestration: Kubernetes, Docker, Airflow, Prefect
- Data: Kafka, Redis, MongoDB, PostgreSQL, Spark
- APIs: FastAPI, gRPC, REST
Model Optimization
- Quantization: TensorRT, TFLite, OpenVINO, ONNX
- Techniques: Pruning, Knowledge Distillation, QAT
Education
Central University of Karnataka — Integrated M.Tech, Computer Science
- 3 Gold Medals: UG, PG, and University Level
- Awarded by ISRO Chief Dr. Kasturirangan
Open to discussions on ML systems, research collaborations, and challenging problems. Let's build something impactful.