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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AI FinOps Platform\n\n## 🚀 Tech Stack Badges\n\n![CI/CD](https://github.com/Impesud/ai-finops-platform/actions/workflows/ci.yml/badge.svg)\n![Python](https://img.shields.io/badge/Python-3.12-blue?logo=python\u0026logoColor=white)\n![XGBoost](https://img.shields.io/badge/XGBoost-AF002A?logo=xgboost\u0026logoColor=white)\n![scikit-learn](https://img.shields.io/badge/scikit--learn-F7931E?logo=scikit-learn\u0026logoColor=white)\n![statsmodels](https://img.shields.io/badge/statsmodels-1.0-blueviolet)\n![FastAPI](https://img.shields.io/badge/FastAPI-0.111.0-009688?logo=fastapi\u0026logoColor=white)\n![Uvicorn](https://img.shields.io/badge/Uvicorn-ASGI-black?logo=uvicorn)\n![PostgreSQL](https://img.shields.io/badge/PostgreSQL-316192?logo=postgresql\u0026logoColor=white)\n![SQLAlchemy](https://img.shields.io/badge/SQLAlchemy-Red?logo=alembic)\n![AWS](https://img.shields.io/badge/AWS-FF9900?logo=amazonaws\u0026logoColor=white)\n![Terraform](https://img.shields.io/badge/Terraform-7B42BC?logo=terraform\u0026logoColor=white)\n![Kubernetes](https://img.shields.io/badge/Kubernetes-326CE5?logo=kubernetes\u0026logoColor=white)\n![Docker](https://img.shields.io/badge/Docker-2496ED?logo=docker\u0026logoColor=white)\n![MLflow](https://img.shields.io/badge/MLflow-0194E2?logo=mlflow\u0026logoColor=white)\n![Prometheus](https://img.shields.io/badge/Prometheus-E6522C?logo=prometheus\u0026logoColor=white)\n![React](https://img.shields.io/badge/React-20232A?logo=react\u0026logoColor=61DAFB)\n![TailwindCSS](https://img.shields.io/badge/TailwindCSS-38B2AC?logo=tailwind-css\u0026logoColor=white)\n![Jupyter](https://img.shields.io/badge/Jupyter-F37626?logo=jupyter\u0026logoColor=white)\n![JWT](https://img.shields.io/badge/JWT-secure-000000?logo=jsonwebtokens\u0026logoColor=white)\n![dotenv](https://img.shields.io/badge/dotenv-parse-8A2BE2)\n\n---\n\n## 📖 Overview\n\n**AI FinOps Platform** is an AI-powered platform for cloud cost optimization\nand forecasting. Built with FastAPI, Python, and modern MLOps tools, it allows\nteams to track multi-cloud usage (AWS, Azure, GPC), detect anomalies, and predict\nfuture expenses using real-time data and machine learning.\n\nKey features:\n\n- Unified ingestion pipelines for each provider\n- Powerful REST API with FastAPI \u0026 OpenAPI docs\n- Interactive React dashboard (Next.js + TailwindCSS)\n- ML-driven forecasting \u0026 anomaly detection\n- Full IaC deployment via Terraform \u0026 Helm\n\n### Recent UI Updates\n\n![FinOps frontend 01](docs/img/ai-finops-01.png)\n![FinOps frontend 02](docs/img/ai-finops-02.png)\n![FinOps frontend 03](docs/img/ai-finops-03.png)\n\n---\n\n## 🧱 Tech Stack\n\n### Infrastructure \u0026 DevOps\n\n- Terraform (infrastructure provisioning)\n- Kubernetes + Helm (orchestration)\n- Docker (containerization)\n- GitHub Actions (CI/CD)\n- Prometheus + Grafana (monitoring)\n- Cloud Billing APIs (AWS, Azure, GCP)\n\n### Backend\n\n- Python (FastAPI)\n- PostgreSQL (relational DB)\n- InfluxDB (time series data)\n\n### AI/ML\n\n- Forecasting: XGBoost, statsmodels\n- Clustering: KMeans\n- Anomaly Detection: Isolation Forest, Autoencoders\n- Recommendation: Reinforcement Learning models\n\n### Frontend\n\n- React + TailwindCSS (Next.js)\n- Data visualization with Recharts / Chart.js\n\n---\n\n## 🎯 Objectives\n\n- Optimize cloud resource usage and cost efficiency\n- Predict monthly spending using machine learning\n- Detect anomalous cost spikes and resource misusage\n- Provide actionable AI-based cost-saving recommendations\n- Offer a user-friendly dashboard for Finance \u0026 Tech teams\n\n---\n\n## 🆕 Changelog\n\n### July 2025 Updates\n\n- **Enhanced API docs** with detailed parameter descriptions \u0026 examples\n- **Ingestion**: Added per-provider scripts, unified CSV loader and header-only fallback\n- **Makefile**: New targets for `ingest-api`, `fetch-aws`, `fetch-azure`, `fetch-gcp`\n- **Infrastructure**: Updated Terraform modules partially.\n- **Security**: Enforced CORS policies and OAuth2/JWT authentication on backend\n- **User Manual**: Expanded with Docker Compose, Jupyter, and CLI workflows\n\n### June 2025 Updates\n\n- Added `provider` field to all cost endpoints and UI filters\n- Switched to stacked bar \u0026 multi-series line charts for richer insights\n- Introduced infinite scroll and deduplication in cost tables\n- Proxying `/docs` \u0026 `/redoc` through Next.js for consolidated UX\n- Updated complete Helm modules for deployment in AWS.\n\n---\n\n## 🚀 Quick Start\n\n```bash\n# 1. Clone repo\ngit clone https://github.com/Impesud/ai-finops-platform.git\ncd ai-finops-platform\n\n# 2. Setup venv \u0026 install\nmake init\n\n# 3. Ingest sample data\nmake fetch-aws\nmake fetch-azure\nmake fetch-gcp\n# or via API\nmake ingest-api\n\n# 4. Run app\nmake dev\n\n# 5. Explore\n- Dashboard: http://localhost:3000\n- Swagger:   http://localhost:3000/docs\n- ReDoc:     http://localhost:3000/redoc\n\n# 6. Deploy Pipeline on AWS (Helm + EKS)\n# To provision the full environment \n# (EKS cluster, IAM, ALB controller, Helm setup, etc.)\nmake full-setup \n# To deploy or update the platform on an existing cluster \n# (after building \u0026 pushing images)\nmake deploy \n```\n\n---\n\n## 📂 Repository Structure\n\n```bash\napp/           # FastAPI backend\nfrontend/      # Next.js dashboard\nservices/      # ETL \u0026 ingestion modules\nscripts/       # Ingestion \u0026 deployment scripts\nnotebooks/     # ML notebooks\ninfra/         # Terraform \u0026 Helm\napp/data/      # Generated CSVs\ndocs/          # Documentation \u0026 images\ntests/         # Pytest suites\nMakefile       # Task automation\nREADME.md      # Project overview\n```\n\n---\n\n**Maintainer:** Erick Jara — CTO \u0026 AI/Data Engineer\\\n📧 [erick.jara@hotmail.it](mailto\\:erick.jara@hotmail.it) | 🌐 GitHub: [Impesud](https://github.com/Impesud)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fimpesud%2Fai-finops-platform","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fimpesud%2Fai-finops-platform","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fimpesud%2Fai-finops-platform/lists"}