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A model-agnostic visual debugging tool for machine learning
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What is Manifold?

Understanding ML model performance and behavior is a non-trivial process, given the intrisic opacity of ML algorithms. Performance summary statistics such as AUC, RMSE, and others are not instructive enough for identifying what went wrong with a model or how to improve it. As a visual analytics tool, Manifold allows ML practitioners to look beyond overall summary metrics to detect which subset of data a model is inaccurately predicting.
Manifold is a tool in the Machine Learning Tools category of a tech stack.
Manifold is an open source tool with 1.5K GitHub stars and 111 GitHub forks. Here’s a link to Manifold's open source repository on GitHub

Who uses Manifold?


Manifold Integrations

Manifold's Features

  • Performance Comparison View
  • Feature Attribution View
  • Histogram / heatmap
  • Segment groups
  • Ranking
  • Geo Feature View

Manifold Alternatives & Comparisons

What are some alternatives to Manifold?
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.
Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano.
scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
A parallel computing platform and application programming interface model,it enables developers to speed up compute-intensive applications by harnessing the power of GPUs for the parallelizable part of the computation.
See all alternatives

Manifold's Followers
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