Aquarium Learning

Aquarium Learning YC Application

Summer 2020Acquired

Aquarium Learning went through Y Combinator in the Summer 2020 batch as a B2B company. Below: what the company does, who founded it, and its application to YC, reconstructed question by question in the real YC form.

YC batch
Summer 2020
Industry
B2BInfrastructure
Team size
12
Status
Acquired
Launched
2020

Founders

  • Peter Gao
    Peter GaoFounder
  • Quinn Johnson
    Quinn JohnsonFounder

What Aquarium Learning does

ML models are only as good as the datasets they're trained on, and that means that most improvement to model performance comes from improvement to the quality and diversity of their datasets. Our tooling makes it easy for ML teams to find anomalies + failure patterns in their datasets and fix these problems by editing / adding the right data. So the next time you retrain your model, it just gets better.

Aquarium Learning's YC application, reconstructed

Y Combinator application

Aquarium Learning, Summer 2020 batch. The real form questions, answered from public data.

  1. Founders2
  2. Company7
  3. Progress7
  4. Idea4
  5. Equity3
  6. Curious2
  7. Batch Preference1

Company

Company name

Aquarium Learning

Describe what your company does in 50 characters or less.

Improve ML models by improving datasets

What is your company going to make? Please describe your product and what it does or will do.

We build tooling that helps machine learning teams identify problems in their training datasets - anomalies, failure patterns, missing examples - and then directly edit or add to the data to improve model performance on retraining. Our product surfaces these dataset issues and makes fixing them faster and more precise.

Where do you live now, and where would the company be based after YC?

We live and work primarily in San Francisco and remotely. Post-YC, the company would remain based in San Francisco with remote team members.

Explain your decision regarding location.

We're based in San Francisco where there is a strong AI and startup ecosystem and proximity to many ML teams who could benefit from improving their datasets. Remote work also lets us tap talent more broadly.

21 more answers in the full application

Founders, Progress, Idea, Equity, Curious, Batch Preference are in the full version. Create a free account to open it in YC Insights, next to every other YC batch.

Frequently Asked Questions

Is this the real Aquarium Learning YC application?

No. Y Combinator keeps submitted applications private. This is a reconstruction: the real YC form questions, answered from Aquarium Learning's public data (launch notes, founder backgrounds, product description). It shows how a company like Aquarium Learning would present itself to YC, not the text they submitted.

What YC batch was Aquarium Learning in?

Aquarium Learning was part of the Y Combinator Summer 2020 batch.

Who founded Aquarium Learning?

Aquarium Learning was founded by Peter Gao, Quinn Johnson.

What does Aquarium Learning do?

We help ML teams improve their models by improving their datasets

How do I read the full reconstructed application?

Create a free Round Funded account. The full 26-answer version of Aquarium Learning's application, and every other YC batch, is in YC Insights.

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