What is Microsoft Cognitive Toolkit?

The Microsoft Cognitive Toolkit (CNTK) is an open-source framework that facilitates high-performance distributed deep learning applications. It models neural networks using a series of computational operations structured in a directed graph format. Developers can easily implement and combine numerous well-known model architectures such as feed-forward deep neural networks (DNNs), convolutional neural networks (CNNs), and recurrent neural networks (RNNs/LSTMs). By employing stochastic gradient descent (SGD) and error backpropagation learning, CNTK supports automatic differentiation and allows for parallel processing across multiple GPUs and server environments. The toolkit can function as a library within Python, C#, or C++ applications, or it can be used as a standalone machine-learning tool that utilizes its own model description language, BrainScript. Furthermore, CNTK's model evaluation features can be accessed from Java applications, enhancing its versatility. It is compatible with 64-bit Linux and 64-bit Windows operating systems. Users have the flexibility to either download pre-compiled binary packages or build the toolkit from the source code available on GitHub, depending on their preferences and technical expertise. This broad compatibility and adaptability make CNTK an invaluable resource for developers aiming to implement deep learning in their projects, ensuring that they can tailor their tools to meet specific needs effectively.

Integrations

Offers API?:
Yes, Microsoft Cognitive Toolkit provides an API

Screenshots and Video

Company Facts

Company Name:
Microsoft
Date Founded:
1975
Company Location:
United States
Company Website:
docs.microsoft.com/en-us/cognitive-toolkit/

Product Details

Deployment
SaaS
Windows
Training Options
Documentation Hub
Video Library
Support
Web-Based Support

Product Details

Target Company Sizes
Individual
1-10
11-50
51-200
201-500
501-1000
1001-5000
5001-10000
10001+
Target Organization Types
Mid Size Business
Small Business
Enterprise
Freelance
Nonprofit
Government
Startup
Supported Languages
English

Microsoft Cognitive Toolkit Categories and Features

Deep Learning Software

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Microsoft Cognitive Toolkit Customer Reviews

Write a Review
  • Reviewer Name: Lynn J.
    Position: Marketing Specialist
    Has used product for: 1-2 Years
    Uses the product: Daily
    Org Size (# of Employees): 5,000 - 9,999
    Feature Set
    Layout
    Ease Of Use
    Cost
    Customer Service
    Would you Recommend to Others?
    1 2 3 4 5 6 7 8 9 10

    Straightforward and Confidential Application

    Date: Feb 04 2021
    Summary

    Microsoft Cognitive is a top notch software, for business operations and intelligence services.
    Also, Microsoft Cognitive has diverse features, making it a suitable multipurpose tool.

    Positive

    Microsoft Cognitive focus on successful and efficient business Operations.
    The developer ensures a professional team of support players, ready with answers for the software.
    Rational features, with high updates and stability.

    Negative

    Unfortunately, Microsoft Cognitive lacks flexibility, and it is also expensive, slightly. Rationalization of the software should be enhanced.

    Read More...
  • Reviewer Name: A Verified Reviewer
    Position: Service Engineer
    Has used product for: Less than 6 months
    Uses the product: Daily
    Org Size (# of Employees): 20,000 or More
    Feature Set
    Layout
    Ease Of Use
    Cost
    Customer Service
    Would you Recommend to Others?
    1 2 3 4 5 6 7 8 9 10

    Good to get started with Machine learning

    Date: Aug 25 2020
    Summary

    If you want to try out some exciting Machine Learning project like image recognition then Microsoft Cognitive Toolkit is definitely a great choice.

    Positive

    Microsoft Cognitive Toolkit is a good open source tool for beginners to get started with Machine learning even with minimal coding experience. It supports multiple languages and can be setup on Windows or Linux. It has a decent developer community, there are a lot of projects and guides on Github.

    Negative

    It may seem daunting for newcomers, it would be better if it had a more user friendly documentation.

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  • Reviewer Name: A Verified Reviewer
    Position: Software Developer
    Has used product for: Less than 6 months
    Uses the product: Daily
    Org Size (# of Employees): 100 - 499
    Feature Set
    Layout
    Ease Of Use
    Cost
    Customer Service
    Would you Recommend to Others?
    1 2 3 4 5 6 7 8 9 10

    Machine learning toolkit

    Date: Sep 27 2020
    Summary

    I have been learning Machine Learning via online tutorials and Microsoft Cognitive Toolkit has proved to be a great practical 'playground' where i can test the learnings.

    Positive

    Open Source
    Beginner friendly
    Cross platform ( Windows , Linux )
    Decent documentation
    Good community support

    Negative

    No cons, it is a great toolkit and can be used for beginners and intermediates alike.

    Read More...
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