Schedule Kubernetes CronJob to restart pods automatically
For a project I needed a way to automatically schedule pods to be deleted every 3 hours. This was due to the nature of the project where we wanted a cleanup in memory due to zombie processes appearing. It's not a clean fix, but it was necessary for production to run stable while we were patching things.
Tutorial - Creating an Email Microservice with Typescript and Dapr
Once in a while a new project comes out that I am totally hyped about! Dapr is such a Project! In this article I would like to go in-depth on how we can quickly (< 10min!!!) create a Microservice that will send an email through a Microservice invocation mechanism!
Gradually adopting Autonomous Systems in Production
Reinforcement Learning is something I have been covering a while now! Lately, I have seen this space growing tremendously but keep on seeing the same issue arising each time: "How can I as a company with an existing infrastructure / applications (= brownfield) adopt Reinfocement Learning?"
Analyzing ML/RL Model Performance with Azure Synapse Analytics Spark Pools
I have been following Azure Synapse Analytics since it was still in development and the mock-ups were not finished yet. The vision that Azure Synapse Analytics brings is simply amazing, bringing an End-to-End analytics platform that seamlessly mixes SQL Dedicated, SQL On-Demand, and Spark to prepare, analyze and publish your data needs.
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.
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 it!
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.
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)
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.