The Machine Learning and DevOps are generally well established within the data industry, with most teams having some experience with one or both and the value added by their inclusion in workflows and implementations. MLOps, sometimes called Operational Machine Learning, on the other hand is still a relatively new. MLOps aims to resolve the challenges…… Continue reading Feature Stores and Why You Need Them
Tag: Machine Learning
What is MLOps and Why Do You Need It?
MLOps (Machine Learning Operations) is the set of processes for the production ML lifecycle, basically a way to efficiently and reliably deploy and maintain ML models in production. In this blog I cover the 6 stages of the MLOps lifecycle and why they’re essential.
Model Deployment Options in Azure
There are so many options to deploy models in Azure that is can get quite overwhelming. In this blog, we break down all the available options and consider the pros and cons of each tooling option. AZURE MACHINE LEARNING Azure ML Logo Azure Machine Learning is a native Azure cloud offering for accelerating and managing…… Continue reading Model Deployment Options in Azure
Using GPT-3 Model to Generate Romantic Comedy Movie Summaries
Valentines Day is approaching and what better way to celebrate than to play around with GPT-3 Completion to create an entire Romantic Comedy movie summary from just a tiny prompt. This blog was inspired by Janelle Shane’s AI Weirdness blog where she uses GPT-3 models to create all sorts of cool things, most recently AI…… Continue reading Using GPT-3 Model to Generate Romantic Comedy Movie Summaries
How to Fix Different Types of Model Drift
Introduction Model drift refers to the decline of model performance due to changes in data and relationships. Most drift is caused by things entirely out of our control so while we can’t stop it from happening, we can identify and mitigate it. Feature Drift Also known as Data Drift, Feature Drift is the changing of…… Continue reading How to Fix Different Types of Model Drift
Choosing the Right Recommendation Algorithm
Introduction Putting the right products in front of your customers at a time they are motivated to buy increases the bottom line. That could be which product is best placed when a customer is at the till, it could be what song you want to recommend on Spotify, or your next series to binge on…… Continue reading Choosing the Right Recommendation Algorithm