~/talk

Terraforming Jupyter and Dask: How to Get Your Own Cloud Data Science Platform on the Cheap

Talkat HashiTalks 2021 · 2021-02-17..02-18· [devops-and-delivery, machine-learning]
slides:none on file

Open-source platform QHub deploys multi-tenant JupyterHub plus Dask on Kubernetes across AWS, GCP, DigitalOcean and on‑prem using Terraform, Helm and GitHub Actions; a single ~50-line YAML drives CI that runs terraform plan/apply and pushes container images. QHub launches notebook servers and autoscaling Dask workers on demand, supports GPU node groups, and runs local tests with minikube. QHub deploys in under 15 minutes and Terraform 0.13 fixes module dependency pain.

AI-written summary · about

  1. 0:00Introduction and motivation
  2. 3:49Python data science ecosystem
  3. 7:54QHub platform overview
  4. 10:50Demo of Jupyter and Dask
  5. 14:02Terraform for infrastructure
  6. 19:47Summary and Q&A
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