The Ultimate Free Machine Learning Development Stack

Object storage is critical to machine learning development, and provides a place to store training, test, and validation data sets as well as pretrained and fine-tuned models. It's also a huge revenue generator for cloud companies, as AWS' S3 is reported as its most popular service, so finding free and unlimited cloud object storage is quite difficult, but not impossible. Algorithmia is a serverless machine learning deployment platform (more on deploying models below). There are a number of utilities that Algorithmia provides in order to facilitate the deployment of models, including free object storage. According to their documentation, "Algorithmia's Data Sources make it easy to host your data files on the Algorithmia platform for free, while our Data API makes it a cinch to work with your hosted data." Their Data API is available in Python and has a getFile()/putFile() structure that makes it easy to download and upload data sets, models, and other utilities that may facilitate machine learning.