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Keras

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1.1K
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22
OpenVINO

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30
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OpenVINO vs Keras: What are the differences?

OpenVINO: A free toolkit facilitating the optimization of a Deep Learning model. It is a comprehensive toolkit for quickly developing applications and solutions that emulate human vision. Based on Convolutional Neural Networks (CNNs), the toolkit extends CV workloads across Intel® hardware, maximizing performance; Keras: Deep Learning library for Theano and TensorFlow. Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/.

OpenVINO and Keras belong to "Machine Learning Tools" category of the tech stack.

Some of the features offered by OpenVINO are:

  • Optimize and deploy deep learning solutions across multiple Intel® platforms
  • Accelerate and optimize low-level, image-processing capabilities using the OpenCV library
  • Maximize the performance of your application for any type of processor

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

  • neural networks API
  • Allows for easy and fast prototyping
  • Convolutional networks support

Keras is an open source tool with 49.2K GitHub stars and 18.5K GitHub forks. Here's a link to Keras's open source repository on GitHub.

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Pros of Keras
Pros of OpenVINO
  • 8
    Quality Documentation
  • 7
    Supports Tensorflow and Theano backends
  • 7
    Easy and fast NN prototyping
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    Cons of Keras
    Cons of OpenVINO
    • 4
      Hard to debug
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      What is Keras?

      Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/

      What is OpenVINO?

      It is a comprehensive toolkit for quickly developing applications and solutions that emulate human vision. Based on Convolutional Neural Networks (CNNs), the toolkit extends CV workloads across Intel® hardware, maximizing performance.

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

      What companies use Keras?
      What companies use OpenVINO?
      See which teams inside your own company are using Keras or OpenVINO.
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      What tools integrate with Keras?
      What tools integrate with OpenVINO?
        No integrations found

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        What are some alternatives to Keras and OpenVINO?
        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.
        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.
        MXNet
        A deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, it contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative operations on the fly.
        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.
        See all alternatives