Rohit Patel
AI Forward Deployed Engineer · MLOps / LLMOps · Sr. Staff SRE
10+ years of SRE/DevOps across Singapore fintech and data-centre infrastructure, now building applied AIOps, MLOps, and RAG-security systems end-to-end.
Open to Forward Deployed Engineer, MLOps & AIOps roles — SingaporeConnect on LinkedIn
Full experience history across F5 Networks, Preqin, FundingSocieties, and my current AIOps work at Equinix — plus updates on this research and portfolio.
View LinkedIn Profilegithub.com/rpaut03l
Applied AIOps/MLOps builds, RAG security research, and self-directed AI/ML study repos.
View All RepositoriesRAG-Shield (private research repo)
3-ring defense-in-depth against RAG knowledge-base poisoning — in progress, see the Research tab.
gan-mode-collapse-demo
Interactive live demo simulating GAN mode collapse in real time, with a runnable simple GAN + DCGAN underneath.
rptl_gn_mlops
ML-driven K8s CI/CD pipeline — auto-scaling via Prometheus predict_linear, OTEL instrumentation, versioned model artifacts per PR.
TS-02
Applied deep-learning-ops & MLOps study repo — PyTorch, experiment tracking, distributed training, TorchScript/ONNX export.
TS-01
AI/ML foundations study repo — search, CSP, Bayesian networks, reinforcement learning, convex optimization.
Resume — AI Forward Deployed Engineer / MLOps / AIOps
Sr. Staff SRE background, applied AIOps/MLOps portfolio, and current RAG-security research. Hosted on Google Drive, always the latest version.
View / Download ResumeRAG-Shield: A 3-Ring Defense-in-Depth Framework Against Knowledge-Base Poisoning in RAG Systems
Reproduces the PoisonedRAG knowledge-base poisoning attack (USENIX Security '25) end-to-end, then designs and evaluates a defense an attacker must beat on three independent, black-box checkpoints. Manuscript in progress — preparing for submission to NDSS and IEEE S&P.
Mode Collapse in GANs — Interactive Presentation Kit
Solo-built interactive live demo simulating GAN mode collapse in real time, with runnable PyTorch implementations underneath.
Open Live DemoCertifications
13 active certifications across Kubernetes, observability, IaC, and AI — verified and browsable on Credly.
View All Badges on CredlyBrowse by category
- CKA — Certified Kubernetes Administrator
- CKAD — Certified Kubernetes Application Developer
- KCNA — Kubernetes and Cloud Native Associate
- KCA (Kyverno) — Kyverno Certified Associate
- Cloud Native Associate (CNCF)
- LF Kubernetes Specialist
- PCA — Prometheus Certified Associate
- OTCA — OpenTelemetry Certified Associate
- LF Monitoring & SRE
- HashiCorp Terraform Associate
- AWS AI Practitioner
- LF Linux Essentials
- LF Linux Provisioning
Writing
Long-form technical writing on AIOps, MLOps, and applied AI/ML — deployment guides, workflows, and lessons from production systems.
Read on MediumMore writing
- rohitpatel.in — long-form posts on AWS ML Engineer certification prep, ML workflows, and MLOps practice
- Medium profile — cross-posted and standalone technical writing
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