We provisioned some shiny new toys using terraform in part 1️⃣. Now, let’s configure them using Ansible and setup a Swarm 🐝

Infrastructure as Code (IaC) is a concept thrown about everywhere these days! Let’s create a full IaC environment, from provisioning ➡️ deployment using Terraform, Ansible and Docker Swarm 🚀

Want to know where all your kdb+ applications are running, without spending 💵, then let’s explore creating an in-house discovery service 🏠

Out-of-the-box, a Kafka consumer is not thread safe. Multi-threaded access must be properly synchronised. Can we create a multi-threaded consumer? 🤔

Can Machine learning models 🤖 help predict the early onset of dementia using social and biological data of patients? Let’s investigate using kdb+ 🔬

Transform raw data into a machine-friendly format with this comprehensive guide to data preprocessing. 🧼 Learn the ins and outs of preprocessing data to achieve better results for your machine learning models.

The third blog in this series explores how we try to maximise the potential of our machine learning models through the concept of feature engineering ⚙️ New techniques are explored in the hope of optimising the accuracy of our models. Which algo comes out on top? 👑

The last blog in this series explores how we can create a web dashboard to use our trained ML models to predict whether an individual is exhibiting the early symptoms of Dementia 🧬