Blog

One-hot encoding and label encoding are two methods used to encode categorical data. Understand the specific advantages and disadvantages of these techniques.

Explore integrating icons, pictograms and images into Power BI in the optimal way to enhance the user experience and minimise effort required to build and maintain reports.

Once you've thoroughly tested your code against the local Spark service in your dev container, you'll want to run it in a real Spark cluster. This posts shows how to deploy such code to Microsoft Fabric.

Having seen earlier in the series how to configure a dev container to run Spark locally, this post shows how to write tests that use that local Spark service.

See how to configure a dev container to run Spark locally, to improve development feedback loops.

Running Spark locally in a dev container can significantly improve development feedback loops. This first article explains why, and the rest of the series will show how.

C# 12.0 provides a new, simpler syntax for initializing expressions. It typically generates the most efficient code possible, although as you'll see, it's useful to understand the choices it makes.

Power BI's adoption of TMDL improves the readability of the semantic model, enables version control and enhances collaboration and efficiency for developers.

Women of Silicon Roundabout is the UK's largest women in tech event. Day two topics included: green tech, burnout, and Python!

Women of Silicon Roundabout is the UK's largest women in tech event. Day one topics included: AI, career pathways, and generations of Women in Tech.

A new feature in C# 12.0 enables data types to define fixed-size arrays that don't require separate array objects on the heap. Learn how this is useful in performance-oriented and interop scenarios.

Fix the following issues: Errors converting large datasets to pandas, pandas for Spark is very slow, and pandas for Spark column reduction doesn't reduce data.

We benchmarked endjin's JSON Schema library on .NET 9.0 and saw large performance gains. There are even more gains to be had with new System.Text.Json features.

.NET 9.0 has shipped, and for the fourth year running, we benchmarked endjin's AIS.NET library and were very happy to see substantial performance gains, with no extra work required.

Intelligently scheduling cloud data pipelines based on carbon impact can optimize both environmental sustainability and operational efficiency.

Intelligently scheduling cloud data pipelines based on carbon impact can optimize both environmental sustainability and operational efficiency.

We have a wide range of computational mechanisms at our disposal, some of which emerged thanks to recent advances in AI. In this post, we look at the kinds of workloads that can take advantage of these.

C# 12.0's most prominent new feature is the primary constructor syntax. This post describes how it works, and looks at some pros and cons.

Intelligently scheduling cloud data pipelines based on carbon impact can optimize both environmental sustainability and operational efficiency.

Intelligently scheduling cloud data pipelines based on carbon impact can optimize both environmental sustainability and operational efficiency.

Thanks in part to recent advances in AI, we have a range of computational mechanisms at our disposal. However, certain universal truths apply to all of them.

Learn how to configure VS Code to enable stepping into external code when debugging a Python Behave test

C# 11.0 expanded high-performance, low-allocation functionality. This post describes the importance of the added support for ref fields, and how the scoped keyword relates.

Recent huge investment in AI has changed the modern computational landscape. Whatever the value of recent AI developments ultimately proves to be, we have some new hardware capabilities as a side effect. What else do these enable?

Power BI's new PBIR format enhances collaboration, version control, and efficiency for developers. Learn key benefits and future implications.