Setting Healthy Boundaries: Generating Geofences at Scale with Machine Learning
Stephanie describes how project44 developed a new technique for generating geofences for customer facilities using historical data combined with machine learning. The audience learns how Stephanie and her team did it, including the pitfalls of deploying a product like this to production. She makes a special point to discuss the varied open source tools the team used including DBSCAN, Dask, geopandas, folium, Airflow, and more.
Cars-Forge: Spot EC2s Made Easy
Nikhil showcases cars-forge, a tool developed at Cars.com that was recently open sourced. Cars-forge is a command line tool that starts EC2 instances and runs scripts on them. Additionally, Nikhil also previews Skelebot, a command-line tool for developing ML projects and executing them in docker.
