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Manage Environment Variables with Pydantic

Manage Environment Variables with Pydantic

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Developers work on applications that are supposed to be deployed on some server in order to allow anyone to use those. Typically in the machine where these apps live, developers set up environment variables that allow the app to run. These variables can...
Pandas Can’t Handle This: How ArcticDB Powers Massive Datasets

Pandas Can’t Handle This: How ArcticDB Powers Massive Datasets

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Python has grown to dominate data science, and its package Pandas has become the go-to tool for data analysis. It is great for tabular data and supports data files of up to 1GB if you have a large RAM. Within these size limits, it is also good with time-series data...
Branching Out: 4 Git Workflows for Collaborating on ML

Branching Out: 4 Git Workflows for Collaborating on ML

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

It’s been more than 15 years since I finished my master’s degree, but I’m still haunted by the hair-pulling frustration of managing my of R scripts. As a (recovering) perfectionist, I named each script very systematically by date (think: ancova_DDMMYYYY.r). A system I...
Build a Decision Tree in Polars from Scratch

Build a Decision Tree in Polars from Scratch

by Dr. Owns | Feb 11, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Decision Tree algorithms have always fascinated me. They are easy to implement and achieve good results on various classification and regression tasks. Combined with boosting, decision trees are still state-of-the-art in many applications. Frameworks such as sklearn,...
Virtualization & Containers for Data Science Newbies

Virtualization & Containers for Data Science Newbies

by Dr. Owns | Feb 11, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Virtualization makes it possible to run multiple virtual machines (VMs) on a single piece of physical hardware. These VMs behave like independent computers, but share the same physical computing power. A computer within a computer, so to speak. Many cloud services...
4-Dimensional Data Visualization: Time in Bubble Charts

4-Dimensional Data Visualization: Time in Bubble Charts

by Dr. Owns | Feb 11, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Bubble Charts elegantly compress large amounts of information into a single visualization, with bubble size adding a third dimension. However, comparing “before” and “after” states is often crucial. To address this, we propose adding a transition between these states,...
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