$ ./solutions/mlops
MLOps_
Getting a model into production is where most AI initiatives stall. Automation and operational discipline across the full machine learning lifecycle, inside the AI Factory and beyond, keep models shipping reliably at any stage of MLOps maturity.
What's in scope
// BUILD
ML Pipeline Automation
Turn training, validation, and deployment steps into reproducible, automated pipelines.
Experiment Tracking & Registry
Version datasets, experiments, and models for full lineage and reproducibility.
Feature Stores
Centralized, consistent feature pipelines shared across training and serving.
// SHIP
CI/CD for Models
Continuous integration and delivery pipelines extended to data, models, and code.
Model Deployment & Serving
Package and serve models as scalable, containerized inference endpoints.
Containers & Orchestration
Kubernetes-based orchestration for training and inference across cloud and on-prem.
Cloud-Native Applications
Microservices and APIs that wrap models into differentiated products.
Modernizing Traditional Apps
Enhance legacy systems with improved portability, efficiency, and security, without restructuring.
// RUN
Model Monitoring & Drift
Detect data drift, model decay, and performance regressions in production.
Governance & Compliance
Automated testing, audit trails, and policy enforcement for responsible AI.
Infrastructure Automation
Turn GPU and cluster operations into code across cloud, VM, and container estates.
MLOps Expertise
Support for organizations at any stage of MLOps maturity.
Explore the rest of the stack
HPC
Research computing clusters, parallel storage, and scheduling platforms that accelerate science and engineering workloads.
Learn moreIT Infrastructure
Compute, network, storage, hyper-converged systems, and software-defined infrastructure for digital transformation and traditional application stacks alike.
Learn moreDay 2 Operations Co-Admin
Co-administration of your AI and IT platforms after go-live: monitoring, patching, upgrades, and optimization, delivered side by side with your team.
Learn more