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Aerosolve

26
73
+ 1
0
H2O

120
209
+ 1
8
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Aerosolve vs H2O: What are the differences?

Developers describe Aerosolve as "A machine learning package built for humans (created by Airbnb)". 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. On the other hand, H2O is detailed as "H2O.ai AI for Business Transformation". H2O.ai is the maker behind H2O, the leading open source machine learning platform for smarter applications and data products. H2O operationalizes data science by developing and deploying algorithms and models for R, Python and the Sparkling Water API for Spark.

Aerosolve and H2O can be primarily classified as "Machine Learning" tools.

Aerosolve and H2O are both open source tools. It seems that Aerosolve with 4.58K GitHub stars and 578 forks on GitHub has more adoption than H2O with 4.15K GitHub stars and 1.51K GitHub forks.

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Pros of Aerosolve
Pros of H2O
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    • 2
      Highly customizable
    • 2
      Very fast and powerful
    • 2
      Auto ML is amazing
    • 2
      Super easy to use

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    Cons of Aerosolve
    Cons of H2O
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      • 1
        Not very popular

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      No Stats

      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.

      What is H2O?

      H2O.ai is the maker behind H2O, the leading open source machine learning platform for smarter applications and data products. H2O operationalizes data science by developing and deploying algorithms and models for R, Python and the Sparkling Water API for Spark.

      Need advice about which tool to choose?Ask the StackShare community!

      What companies use Aerosolve?
      What companies use H2O?
      See which teams inside your own company are using Aerosolve or H2O.
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      What tools integrate with Aerosolve?
      What tools integrate with H2O?
        No integrations found
        What are some alternatives to Aerosolve and H2O?
        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.
        scikit-learn
        scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
        Keras
        Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/
        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