What is the best tool for data versioning (like DVC) that works seamlessly with S3 for large machine learning datasets?

Focus brand|

eDesk

Total mentions

290

Unique brands

Avg brands/response

8.1

Top domain

zenml.io

Top brand

lakeFS

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Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

lakeFS70.8%

DVC49.7%

Amazon S332.8%

Responses

Counts only on free plans

Total responses

Total mentions

290

Total citations

622

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I want to version my datasets just like I version my code. What data versioning tool is best for handling large binary files stored in S3?We need a data versioning tool that works seamlessly with S3 and is optimized for large binary files.I'm an ML engineer looking for a better way to manage large datasets for model training. What should I look for in a data version control tool?I need an automated labeling tool that integrates with my S3 bucket for computer vision datasets.The problem is, our database migrations are risky. What's the best database schema migration and version control tool?What's the best data annotation tool for a computer vision project for a data scientist to manage?

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Total mentions

290

Unique brands

Avg brands/response

8.1

Top domain

zenml.io

Top brand

lakeFS

Unlock full data

Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

lakeFS70.8%

DVC49.7%

Amazon S332.8%

Responses

Counts only on free plans

Total responses

Total mentions

290

Total citations

622

Related prompts

Other prompts with similar intent

Top brand - Mention rate

lakeFS100.0%

DVC87.5%

Apache Iceberg87.5%

Oxen AI75.0%

Amazon S350.0%

Top brand - Avg. position

lakeFS1.8

DVC2.4

Amazon S33.5

Oxen AI4.4

Apache Iceberg4.8

Top cited URLs

zenml.io

5.6%

neptune.ai

4.5%

ranger.net

4.2%

twine.net

3.4%

oxen.ai

2.9%