💡 Passionate about advancing ML solutions from ideation to deployment with robust MLOps practices.
💬 I’m always open for discussions on emerging tech, pro bono consulting, and innovative data solutions.
✉️ Reach me at udaylunawat@gmail.com – I'll respond as soon as possible!
📄 Visit my Website for more details, and let’s connect!
| Category | Subcategory | Tools |
|---|---|---|
| Programming & Frameworks |  |
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| Machine Learning |     |
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| Data Analysis |   |
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| Visualization & Frontend | Data Visualization |      |
| Frontend |  |
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| MLOps & Model Deployment | Model Management & Serving |   |
| Annotation & Labeling |  |
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| Experiment Tracking |  |
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| Security & CI/CD | Security |  |
| CI/CD |  |
|
| Cloud Platforms | AWS |        |
| GCP |      |
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| Containerization & Orchestration | Containerization |  |
| Orchestration |   |
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| Data & Storage | Databases |    |
| Dev Environment | IDEs & Tools |   |
| Operating System & Platform | Operating Systems |    |
| Platform |  |
I’ve harnessed open-source tools to deploy scalable, reliable, and secure ML solutions:
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Senior MLOps Engineer
- Tech Stack: Python, MLflow, Seldon Core, Label Studio, Trivy, GitHub Actions, GCP
- Deployed and managed human-in-the-loop ML workflows with Label Studio for feedback and enhanced model accuracy.
- Implemented secure CI/CD pipelines using Trivy for vulnerability scanning and integrated MLflow for seamless model tracking.
- Scaled model serving with Seldon Core on Kubernetes, enabling real-time monitoring, logging, and rapid model versioning.
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Machine Learning Engineer - MLOps
- Tech Stack: Python, MLflow, AWS, TensorFlow, nbdev, pruning, quantization
- Engineered real-time liveliness detection with AWS and optimized MLOps through modular script design, enhancing maintainability.
- Leveraged MLflow for model management and TensorFlow for efficient model training, achieving ultra-low latency with AWS integration.
| 🎁 Projects | 🤖 Colab | ⭐ Stars | 📚 Forks | 🛎 Issues | 📬 Pull requests |
| What's this Rock - Telegram | Run & Deploy |  |
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| Indian ALPR System - GCP | Run & Deploy |  |
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| Covid-19 Classifier & Dashboard | Run & Deploy |  |
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- Whats-this-Rock
An Image Classification pipeline for identifying rocks deployed as a Telegram Bot
- ALPR-India
An end-end Deep Learning ALPR project on which you can play around with opencv morphological options and OCR
- Covid-19 Classifier & Dashboard
An end-end Deep Learning based Covid-19 CT-scan Classification project with 97% accuracy and live Dashboard.
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Known on the internet as udaylunawat
|
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