Version Control for Models - Learn Data Science with Travis

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...

What is version control

Atlassian Git Tutorial

Version control, also known as source control, is the practice of tracking and managing changes to software code. Version control systems are software tools that help software teams manage changes to ...

How to Version Control your Machine Learning task — I

Towards Data Science

A component of software configuration management, version control, also known as revision control or source control,[1] is the management of changes to documents, computer programs, large web sites…

A Quick Primer to Version Control Using Git

Towards Data Science

Version control is a type of system that allows you to keep track of changes made to your code over time. As such, version control is useful because: As coding is an integral aspect of data science…

The DVC Guide: Data Version Control For All Your Data Science Projects

Towards Data Science

As data scientists, we experiment with different versions of code, models, and data. Additionally, we even use version control system like Git to manage our code, track versions, move forward and…

Data Versioning for Efficient Workflows with MLFlow and LakeFS

Towards AI

Version Control Systems, such as Git, are essential tools for versioning and archiving source code. Version Control helps you keep track of the changes in the code. When a change is made, an error…

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...

Getting Started With Version Control

Level Up Coding

Version Control is an absolutely critical component to developing that every coder should be familiar with. Version Control is a logging system which records the history of your code so that the…

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…

Overview of GIT Version Control System

Analytics Vidhya

In software engineering, version control (also known as revision control, source control, or source code management) is system responsible for managing changes to computer programs, documents, large…

Model Rollbacks Through Versioning

Towards Data Science

The Walmart Rollback isn’t the only kind that can save you money Using Model Rollbacks Is Fun! There’s general consensus in the Machine Learning community that models can and have made biased decisio...