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ScalaNLP vs Aquarium: What are the differences?
What is ScalaNLP? A suite of machine learning and numerical computing libraries. ScalaNLP is a suite of machine learning and numerical computing libraries.
What is Aquarium? *Improve Your ML Dataset Quality *. Machine learning models are only as good as the datasets they're trained on It helps ML teams make better models by improving their dataset quality..
ScalaNLP and Aquarium can be categorized as "Machine Learning" tools.
Some of the features offered by ScalaNLP are:
- ScalaNLP is the umbrella project for several libraries:
- Breeze is a set of libraries for machine learning and numerical computing
- Epic is a high-performance statistical parser and structured prediction library
On the other hand, Aquarium provides the following key features:
- Upload your dataset to get a health check of its quality, quantity, and diversity. Zoom in and out of your dataset. Uncover distribution biases before you train. Find and fix labeling errors quickly
- Upload model inferences against your labeled datasets and deep dive into its performance. Find where your model is performing well and badly so you can take the best actions to improve it
- With knowledge of your dataset diversity and model performance, it automatically samples the best data to sample to label and retrain on. Your model performance just gets better
ScalaNLP is an open source tool with 3.15K GitHub stars and 685 GitHub forks. Here's a link to ScalaNLP's open source repository on GitHub.
Manage your open source components, licenses, and vulnerabilities
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What is Aquarium?
Machine learning models are only as good as the datasets they're trained on.
It helps ML teams make better models by improving their dataset quality.
What is ScalaNLP?
ScalaNLP is a suite of machine learning and numerical computing libraries.
Need advice about which tool to choose?Ask the StackShare community!
Jobs that mention Aquarium and ScalaNLP as a desired skillset
What tools integrate with Aquarium?
What tools integrate with ScalaNLP?
What tools integrate with Aquarium?
No integrations found
What tools integrate with ScalaNLP?
What are some alternatives to Aquarium and ScalaNLP?
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