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Tensorpack

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7
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XGBoost

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XGBoost vs Tensorpack: What are the differences?

Developers describe XGBoost as "Scalable and Flexible Gradient Boosting". Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow. On the other hand, Tensorpack is detailed as "A neural network training interface based on TensorFlow". It is a Neural Net Training Interface on TensorFlow, with focus on speed + flexibility. It is a training interface based on TensorFlow, which means: you’ll use mostly tensorpack high-level APIs to do training, rather than TensorFlow low-level APIs.

XGBoost belongs to "Python Build Tools" category of the tech stack, while Tensorpack can be primarily classified under "Machine Learning Tools".

Some of the features offered by XGBoost are:

  • Flexible
  • Portable
  • Multiple Languages

On the other hand, Tensorpack provides the following key features:

  • Training interface based on TensorFlow
  • Focus on training speed
  • Focus on large datasets

Tensorpack is an open source tool with 5.36K GitHub stars and 1.64K GitHub forks. Here's a link to Tensorpack's open source repository on GitHub.

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What is Tensorpack?

It is a Neural Net Training Interface on TensorFlow, with focus on speed + flexibility. It is a training interface based on TensorFlow, which means: you’ll use mostly tensorpack high-level APIs to do training, rather than TensorFlow low-level APIs.

What is XGBoost?

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

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What companies use Tensorpack?
What companies use XGBoost?
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    What tools integrate with Tensorpack?
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    What are some alternatives to Tensorpack and XGBoost?
    Keras
    Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/
    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.
    JavaScript
    JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.
    Git
    Git is a free and open source distributed version control system designed to handle everything from small to very large projects with speed and efficiency.
    GitHub
    GitHub is the best place to share code with friends, co-workers, classmates, and complete strangers. Over three million people use GitHub to build amazing things together.
    See all alternatives