"I don't just want to use cloud infrastructure — I want to make it smarter."
I'm a 3rd-year B.Tech Computer Science student at Amity University Jharkhand, obsessed with building systems that think before they scale. My work sits at the intersection of Kubernetes, ML, and backend engineering — I love taking hard infrastructure problems and solving them elegantly with code.
Right now I'm deep in the world of predictive auto-scaling, contributing to Kubeflow in production, and sharpening my backend skills across Python, TypeScript, and Go. I believe in shipping real things — not just learning in isolation.
- 🌍 Based in Ranchi, Jharkhand, India
- 🔭 Building KubASIE — an ML-powered Kubernetes auto-scaler
- 🤝 Active contributor to the Kubeflow ecosystem
- 💬 I enjoy discussing Kubernetes internals, autoscaling strategies, and ML-driven infrastructure
- 📬 Reach me at ashishkum2411@gmail.com
PR: #4326 · ✅ Merged
Improved developer UX by surfacing live repository insights directly on the docs site — helping contributors navigate the ecosystem faster.
PR: #12989 · ⏳ In Review (LGTM + CI Passed)
Improved the configurability and reliability of pipeline execution for production ML workflows — touching core runtime logic in a large, maintainer-driven codebase.
What I've learned from open source:
- Debugging CI/CD failures in production-grade systems
- Navigating large codebases and async maintainer workflows
- Writing code that others will read, review, and maintain
- 🐳 Hands-on with Docker and Kubernetes (Pods, Deployments, HPA, custom controllers)
- 📈 Building ML-powered predictive auto-scaling systems (LSTM + Prophet)
- ☁️ Working with Google Cloud Platform — compute, storage, networking
- 🔁 Learning CI/CD pipelines and GitOps workflows
- 🐧 Comfortable with Linux administration and networking fundamentals
- 🔭 Exploring Prometheus + Helm for observability and deployment
☁️ Cloud & DevOps
💻 Languages
🌐 Web & Frameworks
ML-powered predictive Kubernetes auto-scaler that decides before the load hits — not after.
GitHub: github.com/Ashish241/KubASIE
| What | How |
|---|---|
| Time-series forecasting | LSTM + Prophet models |
| Scaling decisions | Custom policy engine overriding HPA |
| API layer | FastAPI microservice |
| Observability | Prometheus metrics |
| Deployment | Docker + Kubernetes + Helm |
Key outcomes:
- ✅ Reduced reactive scaling delays under bursty traffic
- ✅ Improved SLA stability with proactive pod management
- ✅ Optimized cost by avoiding over-provisioning during low-traffic periods
GitHub: github.com/Ashish241/PortFolio · Live: port-folio-delta-wine.vercel.app
Fully responsive personal portfolio with reusable component architecture, GitHub repository integration, and clean project showcases. Built as a professional-grade deliverable, not just a demo.
GitHub: github.com/Ashish241/squadsync
Team matchmaking and collaboration platform for esports — designed with a modular, scalable frontend architecture.
| Certification | Issuer | Date |
|---|---|---|
| ☁️ Build a Secure Google Cloud Network | Google Cloud | Aug 2025 |
| ☁️ Set Up an App Dev Environment on Google Cloud | Google Cloud | Jul 2024 |
| 🤖 Career Essentials in Generative AI | Microsoft & LinkedIn | Jul 2024 |
| 🗄️ Database Fundamentals — Database Concepts | Oracle | Sep 2023 |
| 🏆 GenAI Exchange Hackathon 2025 — Participant | Hack2Skill / Google Cloud | 2025 |
| Degree | Institution | Score | Year |
|---|---|---|---|
| 🎓 B.Tech — Computer Science Engineering | Amity University Jharkhand | CGPA: 7.6 | Expected 2027 |
| 📘 12th Grade | Gossner College, Ranchi | 66% | 2023 |
| 📗 10th Grade | Saraswati Shishu Vidya Mandir | 77% | 2021 |
Actively seeking Cloud / DevOps / Full-Stack Internships
📍 Ranchi, Jharkhand, India | 📧 ashishkum2411@gmail.com | 🌐 Portfolio
Open to real-world projects, collaborations, and learning from great teams.
"The best time to plant a tree was 20 years ago.
The best time to deploy a container was yesterday."
— probably Ashish
⭐ If you like what you see, star a repo — it means the world!