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10 March 2026

Why Data Sameness Matters More than You May think

In practice, model performance is deeply constrained by the data used during training. Sophisticated models trained on limited or poorly curated datasets rarely outperform simpler models trained on richer and more representative data.

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Blog, Resources

5 March 2026

From Raw Video to AI-Ready Data: Solving the Unstructured Data Problem in Computer Vision

One of the most persistent bottlenecks is not model architecture. It is data preparation.

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Blog, Resources

9 April 2024

What Is a Video Annotation Tool?

Video annotation tools are a big part of a larger ecosystem of data labeling tools.

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Blog, Resources

13 November 2023

You are working in Data Ops for AI? Wait, what do you do again?

I have been in Data Ops for 8 years, working on projects in every industry…

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Blog, Resources

10 November 2023

What does a Data Ops role entail?

As we all know by now, a very good model with crappy data, will get you…well…a crappy model performance.

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Blog, Resources

9 September 2023

Using Large Language Models For Extract, Transform, And Load On AI Data : An MLtwist Brief

LLMs beneficial to a no-code ETL solution.

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Recent Posts

  • Why Data Sameness Matters More than You May think
  • From Raw Video to AI-Ready Data: Solving the Unstructured Data Problem in Computer Vision
  • How MLtwist Supported a Retail Analytics Platform in Structuring Product Data at Scale
  • Automotive Company Uses MLtwist for Nationwide Commute Video Data Collection
  • MLtwist Heads to CES 2026

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