{"repo":"dream-horizon-org/darwin","free":true,"listed":false,"github":"https://github.com/dream-horizon-org/darwin","clone":"git clone https://github.com/dream-horizon-org/darwin.git","description":"ML Platform at Dream11","language":"Python","stars":60,"topics":["ai","ml","mlops","workflow"],"license":"MIT","category":"machine-learning","readme_excerpt":"Darwin ML Platform 🌐 Visit Darwin Platform Darwin is an enterprise-grade, end-to-end machine learning platform designed for production-scale AI/ML workloads. It provides a unified ecosystem for the complete ML lifecycle—from distributed compute and feature engineering to experiment tracking, model deployment, and real-time inference serving. --- 🎯 Why Darwin? Darwin solves critical challenges in production ML infrastructure: - Unified Platform : Single platform for training, serving, and feature engineering—no context switching between disparate tools - Production-Grade Scalability : Built on Kubernetes and Ray for elastic, distributed compute at scale - Cost Optimization : Intelligent auto-scaling, spot instance support, and policy-based auto-termination - Developer Velocity : SDK-first design with CLI tools for rapid experimentation and deployment - Enterprise Ready : Multi-tenancy, RBAC, audit logging, and metadata lineage out of the box - Low-Latency Serving : Sub-10ms feature retrieval and optimized model inference pipelines --- 🏗️ Architecture Overview --- 📦 Platform Components 1. Darwin Compute Distributed compute orchestration for ML workloads - Ray Cluster Management : Create, scale, and manage Ray 2.37.0 clusters on Kubernetes - Multi-Runtime Support : Pre-configured runtimes (Ray + Python 3.10 + Spark 3.5.1) - Resource Optimization : - Spot/on-demand instance mixing - Auto-termination policies (idle detection, CPU thresholds) - Cost monitoring with Slack alerts","default_branch":null,"files":null,"tree":[],"storefront":"/r/dream-horizon-org","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/dream-horizon-org/darwin/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}