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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 Deci?

Easily design, enhance, and launch high-performing and accurate models with Deci’s deep learning development platform, which leverages Neural Architecture Search technology. Achieve exceptional accuracy and runtime efficiency that outshine top-tier models for any application and inference hardware in a matter of moments. Speed up your transition to production with automated tools that remove the necessity for countless iterations and a wide range of libraries. This platform enables the development of new applications on devices with limited capabilities or helps cut cloud computing costs by as much as 80%. Utilizing Deci’s NAS-driven AutoNAC engine, you can automatically identify architectures that are both precise and efficient, specifically optimized for your application, hardware, and performance objectives. Furthermore, enhance your model compilation and quantization processes with advanced compilers while swiftly evaluating different production configurations. This groundbreaking method not only boosts efficiency but also guarantees that your models are fine-tuned for any deployment context, ensuring versatility and adaptability across diverse environments. Ultimately, it redefines the way developers approach deep learning, making advanced model development accessible to a broader audience.

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

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Online Training

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

Deci AI

Date Founded

2019

Company Location

Israel

Company Website

deci.ai/platform/

Categories and Features

Deep Learning

Convolutional Neural Networks

Neural Network

Not specified

Categories and Features

Deep Learning

Not specified

Neural Network

Not specified

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