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Machine Learning Operations - MLOps explained

Machine Learning Operations - MLOps explained

MLOps is the continuation of DevOps, extended for Machine Learning. It allows data scientists, data engineers, application developers, and the operations team to collaborate, reducing the time from model creation towards first production deployment. "Putting Machine Learning models in production is easy when you have just a few, however

Creating a Raspberry PI Cluster (1 Raspberry Pi & 4 Pi Zeros) with Cluster Hat

Creating a Raspberry PI Cluster (1 Raspberry Pi & 4 Pi Zeros) with Cluster Hat

A couple of years ago, I decided to buy a Raspberry PI cluster with Clusterhat. In all that time however, I never too the time to configure it correctly to make it able to run Kubernetes. So now I decided to invest some time and get some learnings back from

Implementing Deepmind's MuZero Algorithm with Python

Implementing Deepmind's MuZero Algorithm with Python

Deepmind has achieved a huge milestone by publishing its latest paper around Reinforcement Learning in Nature - 23/DEC/2020. How they were able to train a Reinforcement Learning algorithm that masters Go, Chess, Shogi and Atari without needing to be told the rules. Introduction I have always been interested in

Running CUDA on Windows Subsystem for Linux (WSL)

Running CUDA on Windows Subsystem for Linux (WSL)

Running CUDA on the Windows Subsystem for Linux (WSL) is not a trivial task seeing that it requires the GPU to be available on a Virtual Machine. In this article I go in more detail how you can get your GPU working in WSL through something NVIDIA calls "Paravirtualization&

How to set up a Python Development Environment Setup on Windows (with WSL)

How to set up a Python Development Environment Setup on Windows (with WSL)

Setting up a Python Development environment on Windows might be a daunting task to do right. Especially since a lot of tools cause confusion or might not work out of the box. If you have ever worked with Python before on windows, you will know that it might not be

Auto scaling a HTTP triggered application in Kubernetes using Keda

Auto scaling a HTTP triggered application in Kubernetes using Keda

Kubernetes is getting more popular everyday and it's no wonder why! When you are running applications on-premise or in-cloud, the possibility of having the applications in a portable way is a strong one! Removing the friction for scaling-out your application when you are ready for

Creating a simple "Hello World" docker application with Express and NodeJS

Creating a simple "Hello World" docker application with Express and NodeJS

For a lot of infrastructure related blog posts I would like to utilize a very basic application that spins up a web server and allows us to access it. Once we access it we simple see a welcome message but with a delay that we can configure! Note: Why a