Questions tagged [version-control]

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votes
0answers
18 views

What is the difference between Pachyderm and Git?

I learned that tools like Pachyderm version-control data, but I cannot see any difference between that tool with Git. I learned from this post that: It holds all your data in a central accessible ...
0
votes
1answer
19 views

How to version data science projects with large files

I am working on a project with large data files (~300MB). I want to version my work along with the data files so that it is always available online. I tried using git-lfs but it has a 1GB/month ...
1
vote
1answer
16 views

What is the right way to store datasets for a CNN project [closed]

Our image classification project has thousands of raw photos, masks and reshaped images. We store source code in git. But datasets don't belong to source code version control. How should we store thee ...
7
votes
1answer
227 views

A the end of a big DS project, should I make trained models available on GitHub?

I almost completed two big Data Science personal projects based on Deep Learning. They are the fanciest models I've implemented up to now, and I'm pushing all my code on GitHub. Do you advice to ...
1
vote
0answers
17 views

Embedding git commit into the resulting data

Our pipeline works something like that: Collect bunch of raw data (10-100 GB) from microscope Process data using MATLAB scripts Change few parameters based on raw data, as well as add new features to ...
1
vote
0answers
251 views

Keras trained model exported with older version of Keras ( < 2.2.0 )

Is it possible to update a trained model saved in a file without retraining it ? I found the model on the web and I would like to use it but it uses Merge layers ...
2
votes
1answer
840 views

Dataset management: What are some strategies/solutions for efficiently storing datasets with their versions?

The problem: I've N classification models (independent), for each of these N models, I've different versions (eg: V0, V1, ..., Vfinal_production,Vexperimental). I'm looking for a way to store my ...
-3
votes
1answer
39 views

Extract all releases from GIT repository [closed]

I would like to examine an existing Git repository and extract all defined releases into a subfolder. For example, if application A had 26 releases, my bash script would extract all 26 versions into ...
49
votes
9answers
22k views

How to deal with version control of large amounts of (binary) data

I am a PhD student of Geophysics and work with large amounts of image data (hundreds of GB, tens of thousands of files). I know svn and ...
61
votes
9answers
9k views

Tools and protocol for reproducible data science using Python

I am working on a data science project using Python. The project has several stages. Each stage comprises of taking a data set, using Python scripts, auxiliary data, configuration and parameters, and ...