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Learn to create and deploy a predictive model for LEGO set piece counts using Docker in this 27-minute screencast. Explore data analysis, model building, and containerization techniques as you work with #TidyTuesday LEGO set data. Follow along step-by-step to construct a model, generate a Dockerfile, build and run the Docker image, and see a live demonstration of the deployed solution. Gain practical insights into combining data science and DevOps practices for efficient model deployment.
Syllabus
Introduction
Data
Building the model
Deploying the model
Generating a Docker file
Building the Docker file
Running the Docker file
Demo
Taught by
Julia Silge