Software Development, Data Science, PythonFlask application with custom package deployed to GCP Artifact Registry and Cloud RunFlask application with custom package deployed to GCP Artifact Registry and Cloud Run What we are looking to do in this example is…
R, Data Science, Web DevelopmentA way to build CRUD apps with R Shiny and SQLiteBackground Often as software engineers working within organisations we are coerced into using a software stack that we may not have chosen…
Software Development, Data Science, PythonPython mono repo for Data Science with PoetryMono repo with Python Poetry What we are looking to do is create a code repository that can be used as the source for many Python…
System Administration, Data Science, RInstall Posit Connect on UbuntuOverview We want to test out the installation and management of Posit Connect (previously RStudio Connect). Prerequisites A machine running…
Cloud Infrastructure, Data Science, System AdministrationDatabricks security model architectureOverview Let’s say we have a brand new Databricks resource that we have just created from Azure. It comes as an empty shell ready for use…
Cloud Infrastructure, Data Science, System AdministrationDatabricks and Azure DevOps CICD Pipeline for DBFSDevOps CICD Pipeline for Databricks This is in reference to this Git repo https://dev.azure.com/mortimer-xyz/mortie23/_git/dbfs-cicd-pieline…
Data ScienceDatabricks using Azure ML model registryRegistering a model in AzureML from Databricks What if we want to use AzureML as a central model repository for all models across many…
Cloud Infrastructure, Data ScienceModel scoring API as a Docker containerUse Docker to host a Python FastAPI service In my preview blog post (Model scoring API) I went through the technical basics of a model…
Data ScienceDatabricks sample NFL MLFlowFit a decision tree model for predicting win or loss The code this post is relating to is here: https://github.com/mortie23/databricks-nfl…
Data Engineering, Data ScienceDatabricks sample NFL datasetCreate a Databricks database with sample NFL data The code this post is relating to is here: https://github.com/mortie23/databricks-nfl-data…
Data Science, Web DevelopmentModel scoring API examplesA basic example of a predictive model scoring API The associate Github repo for this blog post is https://github.com/mortie23/fastapi-linear…
Data Science, Web DevelopmentIntegrating Azure Cognitive with RetoolWhat is Retool Retool is a simple tool for creating a web application. One of the things that makes Retool great is you’re never limited by…
Cloud Infrastructure, Data Science, System Administration, RRStudio with SSL proxyWhat are we doing We have a server hosting RStudio, and we want encrypt the traffic too and from the RStudio service. We also do not want to…
Data ScienceAgent Based ModellingI was experimenting with Agent based models and came across a really great talk Jackie Kazil | Agent based modelling in Python. This lead me…