diff --git a/README.md b/README.md index a46ae92..5c6f235 100644 --- a/README.md +++ b/README.md @@ -1 +1,66 @@ -# .github \ No newline at end of file +# AI-Governance-Lab + +Welcome to the **AI Governance Lab** organization! We focus on developing practical tools and demonstrations for AI governance, MLOps, and cloud-native AI deployments. + +## About Us + +AI-Governance-Lab is dedicated to building solutions that bridge the gap between AI/ML operations and governance requirements. Our projects demonstrate best practices for deploying, monitoring, and managing AI systems in production environments while maintaining compliance with governance frameworks. + +## Our Focus Areas + +- **AI Governance & Compliance**: Alignment with standards like EU AI Act, NIST AI RMF, ISO/IEC 42001, and GDPR +- **MLOps & LLMOps**: Production-ready ML and LLM deployment patterns +- **Kubernetes-Native AI**: Cloud-agnostic, containerized AI/ML workloads +- **AI Monitoring**: Drift detection, quality assurance, and performance tracking +- **Agentic AI**: RAG systems and AI agent frameworks + +## Key Technologies + +Our projects leverage modern cloud-native and AI technologies: + +- **Orchestration**: Kubernetes (K8s), Helm +- **ML Platforms**: MLflow, Evidently AI +- **LLM Tools**: Ollama, OpenAI, AWS Bedrock +- **Infrastructure**: Terraform, Docker +- **Storage**: MinIO (S3-compatible), PostgreSQL +- **Vector Search**: Qdrant +- **APIs**: FastAPI, Python + +## Repositories + +### [k8s-mlfow-demo](https://github.com/AI-Governance-Lab/k8s-mlfow-demo) +A minimal production MLflow 3.3.2 stack on k3s using Helm. Features PostgreSQL for tracking, MinIO for artifacts, and NodePort access. LLMOps-ready with guidance for prompts, evaluations, and model registry. + +**Topics**: MLflow, MLOps, LLMOps, Kubernetes, Helm, MinIO, RAG, AI Governance + +### [k8s-ollama-fastapi-demo](https://github.com/AI-Governance-Lab/k8s-ollama-fastapi-demo) +FastAPI + Ollama LLM demo showcasing containerized AI inference with Kubernetes, ready for governance tools. + +**Topics**: Ollama, FastAPI, LLM, Kubernetes, Docker, Agentic AI + +### [k8s-ai-agent-multicloud-rag-iac](https://github.com/AI-Governance-Lab/k8s-ai-agent-multicloud-rag-iac) +RAG-powered Kubernetes AI agent for custom-document search and multicloud Infrastructure-as-Code deployments (AWS/Azure/GCP/IBM) with FastAPI, Terraform, and Helm. + +**Topics**: AI Agents, RAG, Multicloud, Terraform, AWS EKS, Bedrock, Qdrant, Governance + +### [k8s-evidently-demo](https://github.com/AI-Governance-Lab/k8s-evidently-demo) +Kubernetes manifests to run Evidently for drift, quality, and performance monitoring. Features NodePort/port-forward access, optional Ingress and Prometheus/Grafana integration, with alignment to EU AI Act, NIST AI RMF, and ISO/IEC 42001. + +**Topics**: Evidently AI, Monitoring, AI Governance, EU AI Act, GDPR, Agentic AI + +## Governance Alignment + +Our projects are designed with governance in mind, addressing requirements from: + +- **EU AI Act**: European Union's regulatory framework for AI +- **NIST AI RMF**: AI Risk Management Framework +- **ISO/IEC 42001**: AI Management System standard +- **GDPR**: General Data Protection Regulation + +## Get Involved + +We welcome contributions and feedback! Each repository contains detailed documentation on setup, deployment, and usage. + +## License + +Our projects are released under the Apache License 2.0, promoting open collaboration and innovation in the AI governance space. \ No newline at end of file