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Wednesday, June 1, 2022

Show HN: MLEM – ML model deployment tool https://ift.tt/hqXiZ3A

Show HN: MLEM – ML model deployment tool Hi, I'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. MLEM can package an ML model into a Docker image or a Python package, and deploy it to, for example, Heroku. MLEM saves all model metadata to a human-readable text file: Python environment, model methods, model input & output data schema and more. MLEM helps you turn your Git repository into a Model Registry with features like ML model lifecycle management. 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. Please check out the project: https://ift.tt/xzoCDUq and the website: https://mlem.ai I’d love to hear your feedback! June 1, 2022 at 03:36PM

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