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Serverless Machine Learning Module 0

05/10/2022 Intro We’re looking at lab 0 of the Serverless-ML course today. Make sure to check out their website and their Github repository and give them a star! A link to my fork of the repo is here if you wish to follow along with my notebooks! This course aims to allow a data scientist to deploy machine learning and predictive services online without the use of a server. This is useful in creating powerful business applications to show the predictive capabilities of a machine learning model quickly and effectively.

October 5, 2022 Read
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End to end pipeline

05/10/2022 Lab 1 End to end pipeline #machinelearning #course #hopsworks #serverless #gradio We’re looking at lab 1 of the Serverless-ML course today. Make sure to check out their website and their Github repository and give them a star! A link to my fork of the repo is here if you wish to follow along with my notebooks! Introduction Following on from Module 0 labs we are now going to look into deploying an actual machine learning product to the web!

October 5, 2022 Read
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Refactoring the pipeline

06/10/2022 Refactoring Our little web app in the previous article is nice but it’s quite rigid in structure, very reliant on the notebook, doesn’t allow for new data to be added, and can’t work standalone. Let’s take some steps to refactor this pipeline and deploy it in a better way. The new architecture for the pipeline we wish to implement will look like this ! Fig 1.

October 5, 2022 Read