Branches Are All You Need: Our Opinionated ML Versioning Framework

A practical approach to versioning machine learning projects using Git Branches that simplifies workflows and organises data and models

TL;DR

A simple approach to versioning machine learning projects using Git Branches that simplifies workflows, organises data and models, and couples related parts of the project together.

Introduction

When managing machine learning solutions, various aspects of the solutions are often distributed across multiple platforms and locations like GitHub for code, HuggingFace for models, Weights and Biases for tracking, S3 for a …

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