MLOps & Production ML

Your team has built a promising ML model, but getting it to production is a different challenge. I bring 8 years of ML platform experience to help you establish MLOps practices, build deployment pipelines, and transform research code into production-ready systems.

POC to Production

Take your working proof-of-concept and build the infrastructure needed to deploy it reliably.

  • Production-ready codebase
  • Scalable model training infrastructure
  • CI/CD pipeline for training and deployment
  • Model serving infrastructure
  • Monitoring and observability

Tools & Infrastructure

Introduce modern ML tools and infrastructure to streamline your team's development workflow.

  • Training frameworks (PyTorch Lightning, Hugging Face)
  • Experiment tracking (Weights & Biases, MLflow)
  • Orchestration (Kubeflow, Kubernetes)
  • Team training and best practices

ML Software Development

The "plumbing" and "glue code" that connects ML models to the rest of your system.

  • Data pipelines
  • API development for inference
  • Cloud infrastructure setup
  • Integration with existing systems

POC Development

Not sure if machine learning is the right approach? I build focused proof-of-concepts that help you validate ideas quickly. Get answers in weeks, not months, with working prototypes that demonstrate real capabilities.

ML Proof-of-Concept

Build a focused demonstration of ML capability using your data to validate feasibility.

  • Working prototype
  • Performance evaluation and metrics
  • Technical feasibility assessment
  • Recommendations for next steps
  • Source code handoff

Software Audits

Technical review of existing ML codebase to identify issues and opportunities for improvement.

  • Detailed audit report
  • Prioritized recommendations
  • Architecture diagrams
  • Effort estimates for improvements

Custom Software & Automation

Build custom software solutions that leverage AI and automate your workflows. From applied ML integration to full software systems, I help you build the tools your business needs.

Applied ML Integration

Integrate machine learning capabilities into your existing software and workflows.

  • ML feature integration
  • Model API development
  • Data pipeline automation
  • Performance optimization

Software Systems

Full-stack software development for AI-powered applications and tools.

  • Backend development
  • API design and implementation
  • Database architecture
  • Cloud deployment

Process Automation

Automate repetitive tasks and workflows to increase efficiency.

  • Workflow automation
  • Data processing pipelines
  • Integration with existing tools
  • Custom scripting solutions

Specialized Capabilities

Distributed Model Training

Architecting fault-tolerant training pipelines that leverage cheaper Spot Instances without losing progress.

  • Resumable training systems
  • Ray, AWS Batch, PyTorch Lightning
  • 50-70% training cost reduction
  • Multi-GPU and multi-node setups

Production Inference & Serving

Deploying models for real-time or batch usage with auto-scaling and latency optimization.

  • Triton, TorchServe, vLLM
  • Auto-scaling infrastructure
  • Latency optimization
  • GPU resource management

Generative AI & Agentic Systems

Building custom RAG systems and autonomous agents grounded in your company's private data.

  • RAG system development
  • LLM integration and fine-tuning
  • Citation-backed responses
  • Domain-specific AI agents

Cloud FinOps & Audits

Deep-dive audit of your cloud compute, targeting wasted GPU cycles and unoptimized storage.

  • AWS/GCP cost analysis
  • Resource optimization
  • Infrastructure modernization
  • Monthly burn rate reduction

Typical Deliverables

Code

Production-ready, documented source code. Clean architecture, tested, and ready to deploy.

Design Docs

Technical documentation explaining architecture decisions, trade-offs, and implementation details.

Audit Reviews

Detailed assessments with prioritized recommendations and effort estimates.

Knowledge Transfer

Sessions to ensure your team understands the systems I build and can maintain them independently.

Ready to Get Started?

Every project is different. Get in touch to discuss your specific needs and I'll provide a custom quote.