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Version Control ML Model

Towards Data Science

Machine Learning operations (let’s call it mlOps under the current buzzword pattern xxOps) are quite different from traditional software development operations (devOps). One of the reasons is that ML…...

Version Control Your ML Model Deployment With Git using Modelbit

Towards Data Science

Develop, deploy, and track! Photo by Yancy Min on Unsplash Introduction Version control is critical to all development processes, allowing developers to track software changes (code, configurations, ...

Version Controlling in Practice: Data, ML Model, and Code

Towards Data Science

Version control is a crucial practice! Without it, your project may become disorganized, making it challenging to roll back to any desired point. You risk losing critical model configurations, weights...

Version Control for Data Scientists: A Hands-on Introduction

Towards Data Science

Historically, many data scientists didn’t use “software development” tools like version control systems. These days as their code becomes more sophisticated and data scientists are increasingly…

Introduction to Data Version Control

Towards Data Science

What is Data Version Control (DVC)? Any production-level system requires some kind of versioning. A single source of current truth. Any resources that are continuously updated, especially simultaneous...

Introduction to DVC: Data Version Control Tool for Machine Learning Projects

Towards Data Science

Git is a powerful tool for version control. It allows you to go back and forth between different versions of your code without being afraid of losing the code you change. As a data scientist, you…

Sapling by Meta: A Review of the New Version Control System

Better Programming

Setting up the new system, learn how to use it, and analyzing pros and cons Continue reading on Better Programming

Introduction to Version Control using Git

Analytics Vidhya

Version Control is an essential part of programming while we are working as team. Version Control is used to keep track of changes done to documents , files , programs and other collection of…

Branches Are All You Need: Our Opinionated ML Versioning Framework

Towards Data Science

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...

Versioned Data Management System Design

Level Up Coding

Introduction Previously, I introduced a distributed ledger system . From a technical level, I explained how to build a data store that supports version history consistently. Expanding on this, this po...

👥 Edge#153: ML Model Versioning

TheSequence

In this issue: we discuss ML Model Versioning; we explore how Uber backtests and versions forecasting models at scale; we overview Lyft’s Amundsen, an open-sourced data discovery and versioning platfo...