ML engineering for reliable AI in production.

ML Engineer / AI Specialist / Data Scientist

Systems, MLOps and security to move AI from prototype to production.

Open to opportunities / ML/AI / Data / Security

Realtime metricsReliability firstSecure by design

Proof points

  • Production-grade models with SLAs and reproducible pipelines.
  • Cost optimization for inference and data.
  • Security and hardening by design.
  • Observability for tracing, drift and quality.
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About

About

ML Engineer / AI Specialist with a strong systems and cybersecurity background. I design data architectures, MLOps and secure deployments for AI products.

Principles

  • Measure before scaling.
  • Security and privacy by default.
  • Automate and observe the full lifecycle.

Timeline

2024-2025

ML Engineer / AI Specialist

LLMs, RAG and evaluation pipelines in production.

2021-2023

Data & Systems

Data platforms, containers and hardening.

2018-2020

Cybersecurity

Secure architecture, incident response and compliance.

Skills

Skills

Technical stack focused on applied ML, reliability and security.

ML/LLMs/RAG

LLMsRAGEmbeddingsEvaluationPromptingVector search

Data Engineering

ETL/ELTStreamingData modelingWarehousesLakehouse

MLOps/Observability

CI/CDModel registryMonitoringFeature storesA/B testing

Systems/Docker/Linux

LinuxDockerKubernetesNetworkingInfra as Code

Security/Hardening

Threat modelingHardeningSecretsIAMCompliance

Projects

Projects

Curated selection (TBD). Ready to fill with real cases.

Filter by
TBD2025

TBD - Production RAG platform

Multi-tenant retrieval, evaluation harnesses and guardrails.

LLMsRAGMLOps
TBD2024

TBD - Cost-aware inference stack

Batching, caching and profiling to reduce latency and spend.

LLMsInfraMLOps
TBD2024

TBD - Secure data pipelines

Data lineage, access controls and compliance-friendly workflows.

DataSecurityInfra

Add results, metrics and impact when ready.

Contact

Contact

Open to opportunities in ML/AI, data and applied security.

Open to opportunities in ML/AI, data and applied security.

Open to opportunities

Clear and technical messages are welcome.