Microsoft Cognitive Toolkit vs. Ray Comparison


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About The Microsoft Cognitive Toolkit (CNTK) is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and recurrent neural networks (RNNs/LSTMs). CNTK implements stochastic gradient descent (SGD, error backpropagation) learning with automatic differentiation and parallelization across multiple GPUs and servers. CNTK can be included as a library in your Python, C#, or C++ programs, or used as a standalone machine-learning tool through its own model description language (BrainScript). In addition you can use the CNTK model evaluation functionality from your Java programs. CNTK supports 64-bit Linux or 64-bit Windows operating systems. To install you can either choose pre-compiled binary packages, or compile the toolkit from the source provided in GitHub.	About Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.
Platforms Supported Windows Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and enterprises seeking a toolkit solution designed for commercial-grade distributed deep learning	Audience ML and AI Engineers, Software Developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Open source. Consumption-based. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 5.0 / 5 ease 4.3 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Pros & Cons from Real Users Pros 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. Open Source Beginner friendly Cross platform ( Windows , Linux ) Decent documentation Good community support 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. Cons Unfortunately, Microsoft Cognitive lacks flexibility, and it is also expensive, slightly. Rationalization of the software should be enhanced. No cons, it is a great toolkit and can be used for beginners and intermediates alike. It may seem daunting for newcomers, it would be better if it had a more user friendly documentation.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Microsoft Founded: 1975 United States docs.microsoft.com/en-us/cognitive-toolkit/	Company Information Anyscale Founded: 2019 United States ray.io
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Categories Deep Learning Supported Neural Network Supported	Categories Deep Learning Supported Machine Learning Supported ML Model Deployment Supported
Deep Learning Features Convolutional Neural Networks Supported Document Classification Not Supported Image Segmentation Not Supported ML Algorithm Library Not Supported Model Training Not Supported Neural Network Modeling Not Supported Self-Learning Not Supported Visualization Not Supported
Integrations AI Skills Navigator Supported Alteryx Supported Amazon EKS Not Supported Amazon SageMaker Not Supported Amazon Web Services (AWS) Not Supported Anyscale Not Supported Azure Data Science Virtual Machines Supported Databricks Not Supported Feast Not Supported Flyte Not Supported Google Cloud Platform Not Supported Kubernetes Not Supported Microsoft Dynamics 365 Finance Supported Microsoft Dynamics Supply Chain Management Supported Microsoft Power Platform Supported Snowflake Not Supported TensorFlow Not Supported Union Cloud Not Supported io.net Not Supported Show More Integrations View All 10 Integrations	Integrations AI Skills Navigator Not Supported Alteryx Not Supported Amazon EKS Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported Anyscale Supported Azure Data Science Virtual Machines Not Supported Databricks Supported Feast Supported Flyte Supported Google Cloud Platform Supported Kubernetes Supported Microsoft Dynamics 365 Finance Not Supported Microsoft Dynamics Supply Chain Management Not Supported Microsoft Power Platform Not Supported Snowflake Supported TensorFlow Supported Union Cloud Supported io.net Supported Show More Integrations View All 22 Integrations
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