Jupyter struggles with long running notebooks--one hiccup in your connection and the execution can cancel. Here is a solution to manage this problem.
You can get lots of value from Dask without even using a distributed cluster. Try using the LocalCluster instead!
In the final part of this three part series we cover how to take a trained model and deploy it as an API.
In part two of this three part series we cover how to take a trained model and make an interactive web app from it.
In part one of this three part series we cover how to train a model to deploy as a dashboard or API.
How you can automate your complex tasks using Saturn Cloud, Dask, and Prefect
While Saturn Cloud provides client resources to connect to Dask clusters, you can also directly connect from external locations.
Jacqueline Nolis and Stephanie Kirmer
Weights & Biases is a great tool for monitoring model training performance. And it works with Saturn Cloud!
The basics of what Dask is, why you'd want to use it, and how to get started.
Do you love pandas, but hate when you reach the limits of your memory or compute resources? Dask gives you the chance to use the pandas API with distributed data and computing.
Lazy evaluation is when calculations are only computed when they are needed, and Dask makes great use of the method.
Snowflake and Saturn Cloud are partnering to help data science teams get 100x faster results.