Open-Source Spotlight - UnionML - Niels Bantilan скачать в хорошем качестве

Open-Source Spotlight - UnionML - Niels Bantilan

UnionML: the easiest way to build and deploy machine learning microservices 00:00 Introduction 00:36 Motivation 02:19 A Minimal App 03:30 Defining a UnionML Datasets 03:53 Binding a Dataset with a UnionML Model 05:46 Defining App Methods via Decorators 08:25 Design Philosophy 09:13 Training and Predicting Locally 10:03 Online Serving with FastAPI 10:55 Inheritance vs. Functional Interface 12:07 UnionML as a MLOps Microframework 13:26 Quickdraw Demo: Jupyter Notebook Support 15:29 Supported Model Serving Contexts 16:44 Relationship between UnionML and Flyte 18:41 Core Developer Team 20:00 How to Contribute 21:42 Integration Plans and Roadmap 24:22 Suggesting Features/Integrations 25:02 Advice: Human-computer Interfaces, Type System for ML! Links: Github: https://github.com/unionai-oss/unionml UnionML product page: https://www.union.ai/unionml Documentation: https://unionml.readthedocs.io/en/lat... Slack channel: https://flyte-org.slack.com/archives/... MLOps Zoomcamp: https://github.com/DataTalksClub/mlop... Join DataTalks.Club: https://datatalks.club/slack.html Our events: https://datatalks.club/events.html