Canso - ML Platform
  • 👋Introduction
  • 🏛️Canso Architecture
  • 💻Getting Started
    • 🏁Overview
    • 🌌Provison K8s Clusters
    • 🚢Install Canso Helm Charts
    • 🐍🔗 Canso Python Client & Web App
    • 📊Health Metrics for Features in the Data Plane
  • 💡Feature Store
    • Data Sources
      • Data Spans
    • Data Sinks
    • ML Features
      • Raw ML Batch Feature
      • Derived ML Batch Feature
      • Raw ML Streaming Feature
      • Custom User Defined Function
  • 💡AI Agents
    • Introduction
    • Getting Started
    • Quickstart
    • Use Cases
      • Fraud Analyst Agent
    • Concepts
      • Task Server
      • Broker
      • Checkpoint DB
      • Memory
      • Conversation History
    • How Tos
      • Update the AI Agent
      • Delete the AI Agent
    • Toolkit
      • SQL Runner
      • Kubernetes Job
    • API Documentation
    • Memory API Documentation
  • 💡Risk
    • Overview
    • Workflows and Rules
    • Real Time Transaction Monitoring
    • API Documentation
  • 📝Guides
    • Registry
    • Dry Runs for Batch ML Features
    • Deployment
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  1. Getting Started

Overview

The Canso Platform is designed to support production grade ML use cases (features, pre-processing transforms etc) from Day 1. There are 2 important pre-requisites before Data Scientists/ML Engineers can use the core functionalities of the Platform -

  1. Setting up an Kubernetes Cluster & other infra components that are Canso compatible. This includes core infra (but is not limited to) VPCs, subnets, the K8s cluster and other cloud services such as EFS (to store Airflow DAG files), Redis (to act as the online feature store), RDS (production grade DB for Airflow) etc.

  2. Installing Canso Helm charts to bootstrap & deploy Canso services & applications. We expose a superchart for each cloud provider, which automatically installs all applications & services needed to set up the Platform. The Helm chart installation is dependant on the successful provisioning of Step 1 and on ArgoCD being installed in the Canso compatible cluster. The Canso Superchart by default installs Prometheus, Grafana, Loki etc so that you do not have to spend additional effort monitoring your applications.

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Last updated 8 months ago

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