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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.

What is FASTBuild?

FASTBuild is a powerful, open-source build system that operates seamlessly across Windows, Linux, and OS X platforms. It boasts impressive features for scalable compilation, caching, and network distribution. This tool is utilized by both large gaming studios and independent developers alike, making it a staple in production settings for creating software across diverse platforms such as PC, Mac, Linux, consoles, smartphones, and even older systems. FASTBuild equips users with all the necessary tools to significantly enhance build speed, with performance gains that can surpass tenfold compared to conventional build systems. Designed from the ground up with a focus on parallel compilation, its efficient build pipeline smartly assigns tasks to worker threads, maximizing parallel processing. The system effectively avoids the common dependency challenges faced with Visual Studio/MSBuild, thus providing a more streamlined building experience. In addition to this, FASTBuild offers precise control over CPU core utilization during builds, which helps in minimizing idle time and context switching issues, resulting in more effective resource management. Consequently, developers can anticipate faster turnaround times and heightened productivity throughout their build workflows. Furthermore, the flexibility and scalability of FASTBuild make it an ideal choice for projects of any size, ensuring that development teams can adapt to their specific needs.

Media

Media

Integrations Supported

AI Skills Navigator
Alteryx
AssurX
AuraQuantic
Azure Data Science Virtual Machines
Azure Database for MariaDB
Microsoft Dynamics 365 Finance
Microsoft Dynamics Supply Chain Management
Microsoft Power Platform

Integrations Supported

API Availability

Has API

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows

Supported Platforms

Android
Windows
Mac
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

docs.microsoft.com/en-us/cognitive-toolkit/

Company Facts

Organization Name

FASTBuild

Company Website

www.fastbuild.org/docs/home.html

Categories and Features

Deep Learning

Convolutional Neural Networks

Neural Network

Not specified

Categories and Features

Build Automation

Not specified

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