o Add-on services bootstrap (identity, DNS, PKI, monitoring/logging) o GitOps-driven cluster configuration and drift management Ensure... patterns supporting both: o Enterprise workloads (shared services, scalable multi-tenant clusters) o Manufacturing/plant...
Terraform modules, automating Azure services including AKS and Storage, implementing governance and RBAC as code, and driving..., validation, drift detection, and safe environment promotion. Provision and manage AKS clusters via Terraform including node...
cloud services for training, inference, orchestration, and scaling. Ensure cost efficient, secure, and highly available ML.... Monitor model performance, data drift, and system health in production. Technical Leadership Act as technical lead for ML...
drift/performance monitoring. Operational Mindset: Incident response for model services, SLOs, dashboards, runbooks... like Databricks and Palantir to visualize key model metrics like model drift, Shapley values etc. Productionize ML: Build repeatable...
models and services using Docker and manage deployments through Kubernetes or equivalent orchestration tools. Implement... version control, rollback strategies, and observability for latency, drift, and false-positive/false-negative metrics. Edge...
for explainability, interpretability, red‑teaming, bias detection, drift monitoring, and auditability. Partner with Risk, Compliance... frameworks for compliance, drift, bias, hallucinations, and performance degradation. Leadership & Influence Serve as the...
with employees and/or clients WHAT YOU WILL BE DOING Design and develop Python-based tooling, scripts, and services to automate... and operate Ansible roles and playbooks for configuration, patching, compliance baselines, application deployment, and drift...
, operationalizing large language models (LLMs), enabling scalable AI services, and ensuring adherence to governance, security...-Augmented Generation (RAG) frameworks. Productionize ML models and enable scalable inference services for enterprise workloads...
like Behave/Cucumber where applicable. Standardize test design patterns (Page Object, Screenplay, fixtures, test data services.../ML teams to validate ML models, including dataset integrity, bias checks, model drift monitoring, and functional/non...
& Biases) MLOps - Experience in Monitoring & Maintenance strategies (Drift detection, retraining strategies);Good...++ or others is a plus Experience in financial services industry especially in Operational Risk Management, Anti-Money Laundering & Know Your Customer...