TE
TechEcho
Home24h TopNewestBestAskShowJobs
GitHubTwitter
Home

TechEcho

A tech news platform built with Next.js, providing global tech news and discussions.

GitHubTwitter

Home

HomeNewestBestAskShowJobs

Resources

HackerNews APIOriginal HackerNewsNext.js

© 2025 TechEcho. All rights reserved.

Show HN: MLEM – ML model deployment tool

24 pointsby aguschinalmost 3 years ago
Hi, I&#x27;m one of the project creators. MLEM is a tool that helps you deploy your ML models. It’s a Python library + Command line tool.<p>1. MLEM can package an ML model into a Docker image or a Python package, and deploy it to, for example, Heroku.<p>2. MLEM saves all model metadata to a human-readable text file: Python environment, model methods, model input &amp; output data schema and more.<p>3. MLEM helps you turn your Git repository into a Model Registry with features like ML model lifecycle management.<p>Our philosophy is that MLOps tools should be built using the Unix approach - each tool solves a single problem, but solves it very well. MLEM was designed to work hands on hands with Git - it saves all model metadata to a human-readable text files and Git becomes a source of truth for ML models. Model weights file can be stored in the cloud storage using a Data Version Control tool or such - independently of MLEM.<p>Please check out the project: https:&#x2F;&#x2F;github.com&#x2F;iterative&#x2F;mlem and the website: https:&#x2F;&#x2F;mlem.ai<p>I’d love to hear your feedback!

4 comments

xtredingalmost 3 years ago
Awesome project! Congratulations on Shipping! What ML frameworks are you going to support?
评论 #31583795 未加载
barcodedalmost 3 years ago
This looks pretty cool! I&#x27;m gonna keep my eyes on this for more deployment options. The world needs a (good) open-source swiss-army-knife for ML serving
评论 #31583109 未加载
dmpetrovalmost 3 years ago
It would be helpful to see the difference with MLFlow. The deployment part as well as model registry part.
评论 #31583059 未加载
voicefromabovealmost 3 years ago
can&#x27;t wait to put &quot;mlem experience required&quot; in a job posting and stare intently at my HR
评论 #31583819 未加载
评论 #31584174 未加载