After last week's success setting up Apache Airflow I figured it would be nice to have a development setup so I can debug my own stuff. In this post, we'll look at how you can use VSCode to setup debugging for your Airflow DAGs.
Read moreWhen I started working on MLOps a couple of years ago I ran into Azure Machine Learning first, because that's what the community around me was using. Turns out, it's not the only product out there. I already knew this, but I Ignored other products because we were happy with Azure ML at the time. This may sound like I'm no longer happy with Azure ML and want to move away. But that's not what this is about. I think you should always explore other technology options from time to time. That's why I'm trying out Airflow on Kubernetes.
Read moreSo you want to start building a python project, what should you use? I've talked about this before numerous times. Many things have changed for me over the past few years. Here's my recommendation for 2021.
Read moreI built a new tool called plsexplain that asks the computer: Please explain this machine learning model to me?! This tool will make it a lot easier to break open the black box of your machine learning model.
Read moreMicrosoft just announced a new suite of tools around Responsible AI during the Microsoft Build conference. One of the tools that they announced is fairlearn. A new python package that will help you build fair models. Let's see the secret sauce to building fair models.
Read moreMicrosoft built a new machine learning library a while ago. It allows C# engineers that want to take their machine learning to a higher level to build custom models rather than using the standard cogn
Read moreWhy I downloaded massive anaconda binaries in the past is beyond me to be honest. I like to use virtual environments, so almost none of the stuff in the base anaconda installation is ever used. Time t
Read moreAzure Machine Learning Service is getting better every day. The newly added Automated ML feature in the workspace portal sure is a great addition that you should definitely check out. Here's how it works.
Read moreWant to get your hands dirty with Microsoft CNTK and deep learning? Packt is running a great deal on my book, you can now get it for just $10.
Read moreTrying to train a neural network to classify images is a challenge. You need a large amount of data and compute power to train models from scratch. Customers that I've worked for typically don't have
Read moreIn the past machine learning was something exclusively for the pythonistas or data scientists that knew how to use Python or R and had studied statistics. Not anymore, it has become a lot easier for developers to use machine learning. This also goes for .NET developers.
Read moreWhen working on machine learning problems I find that productivity is sometimes somewhat low, because I have to spend a lot of time working on tedious bits that probably can be automated away. Over time I have found quite a few tools that help me get better results faster. Here's three of them.
Read more