Best Prompt Management Tools for OAuth

BudgetML is an ideal solution for practitioners who aim to swiftly deploy their models to an endpoint without investing excessive time, money, or effort in navigating the complexities of end-to-end deployment. Our motivation for creating BudgetML stems from the difficulty of finding a straightforward and economical method for quickly putting a model into production. Utilizing cloud functions often results in memory constraints and high costs when scaled, while Kubernetes clusters can be unnecessarily complex for deploying a single model. Starting from scratch demands familiarity with numerous concepts such as SSL certificate creation, Docker, REST APIs, Uvicorn/Gunicorn, and backend servers, which are typically beyond the expertise of an average data scientist. BudgetML addresses this issue by offering a solution that prioritizes speed, simplicity, and ease of use for developers. While it is not intended for comprehensive production environments, BudgetML serves as an effective tool for rapidly establishing a server at minimal costs. By streamlining the deployment process, BudgetML empowers data scientists to focus on their models rather than the intricacies of deployment infrastructure.