ML Engineer · AI Security · CosmicMicra
SCU MS CS '26 · AWS Security Specialty · First Author · IRJET 2024 · WiCyS Industry Liaison
I build things at the intersection of ML and security — anomaly detection, agentic pipelines, and NLP systems.
- 🔬 Currently: Fine-tuning BART for bilingual math tutoring @ Frugal Innovation Hub, SCU
- 🔍 Looking for: ML Engineer / Security Engineer / SWE roles
- 🌐 Portfolio: soniyaphaltane-portfolio.netlify.app
| Project | What it does | Stack |
|---|---|---|
| K8Shield | Kubernetes security monitoring with ML anomaly detection · 92% threat detection accuracy · Published IRJET 2024 | Python, AWS, Isolation Forest, Elasticsearch |
| Distributed Job Notifier | Bully leader election · 6ms p50 latency · 96% message reduction | Python, distributed systems |
| RAG Study Generator | Adaptive study material generation with SentenceTransformers + FAISS + Gemini API | Python, HuggingFace |
| AWS Security Analyzer | LangChain ReAct agents for automated AWS Security Group compliance | Python, LangChain, AWS |
| Bilingual Math Tutor | BART-based scaffolding for Spanish-English math learners · BLEU 0.438, ROUGE-L 0.632 | Python, HuggingFace, NLP |
Python PyTorch HuggingFace LangChain AWS Kubernetes Docker Elasticsearch FAISS Semgrep RAG Isolation Forest Go C
K8Shield: Real-Time Kubernetes Security Monitoring using Machine Learning
First Author · IRJET Volume 11, Issue 9 · 2024
"exploring ml × security, one commit at a time"