In the previous two posts in this series we have explored the values and principles outlined in Extreme Programming Explained by Kent Beck and Cynthia Anders (XP Explained). In this post we will discuss perhaps the most contentious of the three layers: practices.
What relevance do XP practices have for data scientists? What are the benefits and disadvantages of these practices? Are there any that we should modify for a data science environment?
The values described in Extreme Programming Explained are the foundation on which principles and practices are built. Last time we started to talk about those values through the lens of data science.
Today I’m going to describe some of the principles outlined by Beck and Anders, again asking whether they are applicable to data science, and whether data science could benefit from their application.
I’m excited to be giving a talk at the Data Science Lab meetup which has recently started in London. The topic is going to be how to use the open source Cloud Foundry platform for data science.
A new event in the Pivotal London office this week was our first lunchtime book club meeting. The first book suggested for discussion was Kent Beck and Cynthia Andres’ Extreme Programming (XP) Explained (2nd Edition).
This is a classic of the agile programming community and Kent Beck’s shorter first edition (1999) can lay claim to being one of the first books about agile programming practices. In this long post I’m going to start discussing the message of the book, and how I think some of the ideas apply in the world of data science. [Update: The next parts of this post about principles and practices are now up.]
I’m very happy to be giving a talk at the latest PyData conference in New York this weekend.
This is a long post but I wanted a place to collect all the code I am showing in my talk and to provide a few more resources for those interested in trying out Python on Cloud Foundry further.
What is Cloud Foundry?
My talk is about how to use Python and the PyData stack on Cloud Foundry the open source cloud platform. Cloud Foundry started life at VMware and development transferred to Pivotal when it was formed. Cloud Foundry has grown much bigger since then with over 30 companies joining together to form the Cloud Foundry Foundation which will guide the development of the open source project.