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Jeff Hale
Jeff Hale

18K Followers

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Published in

Towards Data Science

·Apr 10

What’s new in Pandas 2.0?

The five things to know about the big release — Pandas 2.0 hit general availability on April 3, 2023. Let’s see what features are hotter than a Corgi in the sunshine. ☀️ Three years ago I wrote What’s new in Pandas 1.0. One pandemic and a bunch of AI advances later, here we are with pandas 2.0. Pandas is the…

Pandas

5 min read

What’s new in Pandas 2.0?
What’s new in Pandas 2.0?
Pandas

5 min read


Published in

The Prefect Blog

·Jan 3

Top 10 New Prefect Features of 2022

Python dataflow coordination enhancements you don’t want to miss! — In the five months since Prefect v2 was released to general availability, the Prefect team has published over 30 releases! While the release velocity is impressive, it can be hard to keep up with all this awesomeness, so I’m going to distill my ten favorite enhancements in this article. Let’s…

Prefect

5 min read

Top 10 New Prefect Features of 2022
Top 10 New Prefect Features of 2022
Prefect

5 min read


Published in

Towards Data Science

·Dec 7, 2022

How to Pass the AWS Machine Learning Speciality Exam

Why and how to attempt certification — Considering taking the AWS Machine Learning Specialty certification? I took the test in October 2022 and wasn’t able to find much updated information about it. …

Cloud

10 min read

How to Pass the AWS Machine Learning Speciality Exam
How to Pass the AWS Machine Learning Speciality Exam
Cloud

10 min read


Published in

The Prefect Blog

·Dec 7, 2022

How to use Kubernetes with Prefect: Part 3

Store your flow code in your Docker Image — In the first post in this series we saw how to use Prefect with Kubernetes without explicitly making a Prefect infrastructure block. In the second post we saw three ways to make a custom Kubernetes Job block. …

Prefect

4 min read

How to use Kubernetes with Prefect: Part 3
How to use Kubernetes with Prefect: Part 3
Prefect

4 min read


Published in

The Prefect Blog

·Nov 30, 2022

How to use Kubernetes with Prefect: Part 2

Creating custom Kubernetes Job blocks — In the first post in this series, we used Prefect with Kubernetes to run our Python flow code without creating a custom Kubernetes Job block. In this post, we’ll show three more ways to use Prefect with K8s. Create a Kubernetes Job block Recall that our deployment in the previous article automatically created an anonymous…

Data

8 min read

How to use Kubernetes with Prefect: Part 2
How to use Kubernetes with Prefect: Part 2
Data

8 min read


Published in

The Prefect Blog

·Nov 21, 2022

How to use Kubernetes with Prefect

Part 1: Up and running — Kubernetes is a workhorse! 🐴 It’s a great way to declaratively scale containerized infrastructure up and down for long running processes. Kubernetes can also be a bear. 🐻 It has a lot of moving parts that can be cumbersome to run in harmony.

Prefect

8 min read

How to use Kubernetes with Prefect
How to use Kubernetes with Prefect
Prefect

8 min read


Published in

Towards Data Science

·Oct 19, 2022

How to Start Contributing to Open Source Software

A straightforward guide to getting involved — Getting started with open source software can feel intimidating, but it doesn’t need to. In this guide you’ll learn how to contribute to open source, no matter your experience level. First let’s look at why you might want to get involved. Why contribute to open source? There are many reasons to contribute to projects that…

Coding

7 min read

How to Start Contributing to Open Source Software
How to Start Contributing to Open Source Software
Coding

7 min read


Published in

The Prefect Blog

·Oct 3, 2022

Why not Cron?

Scheduling, with or without cron, is only a small part of the data coordination puzzle — I was showing off Prefect, the open source dataflow coordination platform, the other day and someone watching asked, “Why should I use Prefect instead of Cron?” That’s such a great question that I decided to write this blog post to answer it! 🚀 Cron is a great option to take…

Data

5 min read

Why not Cron?
Why not Cron?
Data

5 min read


Published in

The Prefect Blog

·Sep 21, 2022

Supercharge your Python Code with Blocks

Introducing Blocks: open source, modular, reusable, and sharable configuration plus code — Everyone who codes can save time by reusing configuration — whether for logging in to cloud providers or databases, configuring Docker containers, or sending notifications. Install the Prefect library and add a few lines of code and you’ve got all these super powers and more! 🦸 Have you ever wanted…

Python

7 min read

Supercharge your Python Code with Blocks
Supercharge your Python Code with Blocks
Python

7 min read


Published in

The Prefect Blog

·Sep 1, 2022

Deploy Prefect Pipelines with Python: Perfect! 🐍

How to quickly make a Prefect Python deployment file — Prefect is an open-source dataflow coordination solution. It’s like air traffic control for your dataflows, providing you with observation and orchestration. In this post, you’ll see how to orchestrate your Prefect decorated functions using a new feature — a deployment file written in Python. 🎉 Prefect makes it easy to…

Data

8 min read

Deploy Prefect Pipelines with Python: Perfect! 🐍
Deploy Prefect Pipelines with Python: Perfect! 🐍
Data

8 min read

Jeff Hale

Jeff Hale

18K Followers

I write about data science. Join my Data Awesome mailing list to stay on top of the latest data tools and tips: https://dataawesome.com

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