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Aerosolve

A machine learning package built for humans (created by Airbnb)
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What is Aerosolve?

This library is meant to be used with sparse, interpretable features such as those that commonly occur in search (search keywords, filters) or pricing (number of rooms, location, price). It is not as interpretable with problems with very dense non-human interpretable features such as raw pixels or audio samples.
Aerosolve is a tool in the Machine Learning Tools category of a tech stack.
Aerosolve is an open source tool with 4.8K GitHub stars and 589 GitHub forks. Here’s a link to Aerosolve's open source repository on GitHub

Who uses Aerosolve?

Companies

Developers
23 developers on StackShare have stated that they use Aerosolve.

Aerosolve's Features

  • A thrift based feature representation that enables pairwise ranking loss and single context multiple item representation.
  • A feature transform language gives the user a lot of control over the features
  • Human friendly debuggable models
  • Separate lightweight Java inference code
  • Scala code for training
  • Simple image content analysis code suitable for ordering or ranking images

Aerosolve Alternatives & Comparisons

What are some alternatives to Aerosolve?
TensorFlow
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
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.
Keras
Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/
scikit-learn
scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
CUDA
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

Aerosolve's Followers
71 developers follow Aerosolve to keep up with related blogs and decisions.