Courses
Curated bundle content for Coiled.
From pandas to Dask DataFrames
Teach teams when Dask DataFrame helps, how partitions work, and how to keep familiar pandas workflows scalable.
Parquet, Partitioning, and Cloud Data Layout
Design cloud data layouts that make Dask DataFrame and Xarray workflows efficient and predictable.
Task Graphs and Custom Workloads
Teach delayed, futures, map_partitions, graph size, and when to customize beyond high-level collections.
Coiled Clusters and Environments
Launch Dask clusters on cloud hardware while syncing local software, credentials, files, and regions safely.
Dask Diagnostics and Cost Controls
Use dashboards, performance reports, memory-pressure signals, idle shutdown, tags, and VM sizing to operate responsibly.
Machine Learning on Coiled
Scale GPU notebooks, batch prediction, HPO, and experiment tracking while preserving local Python ergonomics.
Production Batch Jobs and Serverless Functions
Convert scripts and functions into scheduled, observable cloud jobs with clear inputs, outputs, and cleanup.
Coiled Production Readiness Certificate
A capstone assessment for operating Dask, Coiled clusters, cloud data, and batch/ML workflows responsibly.