Distributed ML @ W&M
  • Distributed ML @ W&M
  • Logging in and Setting up your HPC Account
    • 🎉Requesting an Account
    • 👋Login & Basic Setup
    • 🗺️PBSTOP - Your Cluster Roadmap
    • 🐍Uploading Files
  • The Batch System
    • 👩‍🌾What is a batch system?
    • 👷Jobs
    • Interactive Jobs
    • Non-Interactive Jobs
    • Checking the status of your jobs
    • Deleting Jobs
  • Using Python & Batch
    • 🐍Conda Environments
    • Python + Conda in a Job
    • Python & MPI
    • Python & Dask
  • Distributed sklearn
    • Example Dataset
    • Random Search - Simple
    • Random Search - MPI
    • Random Forest
    • Dask & sklearn
  • Distributed PyTorch - Dask
    • Basics of Torch
    • PyTorch + DASK
  • Kubernetes
    • Basics of Kubernetes
    • Your First K8S Deployment
    • Persistence & Python
    • Setting up Torch
    • One Pod Torch with Data
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