NVIDIA RAPIDS vs. Streamlit Comparison


NVIDIA RAPIDS NVIDIA	Streamlit	+	+
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About The RAPIDS suite of software libraries, built on CUDA-X AI, gives you the freedom to execute end-to-end data science and analytics pipelines entirely on GPUs. It relies on NVIDIA® CUDA® primitives for low-level compute optimization, but exposes that GPU parallelism and high-bandwidth memory speed through user-friendly Python interfaces. RAPIDS also focuses on common data preparation tasks for analytics and data science. This includes a familiar DataFrame API that integrates with a variety of machine learning algorithms for end-to-end pipeline accelerations without paying typical serialization costs. RAPIDS also includes support for multi-node, multi-GPU deployments, enabling vastly accelerated processing and training on much larger dataset sizes. Accelerate your Python data science toolchain with minimal code changes and no new tools to learn. Increase machine learning model accuracy by iterating on models faster and deploying them more frequently.	About Streamlit. The fastest way to build and share data apps. Turn data scripts into sharable web apps in minutes. All in Python. All for free. No front-end experience required. Streamlit combines three simple ideas. Embrace Python scripting. Build an app in a few lines of code with our magically simple API. Then see it automatically update as you save the source file. Weave in interaction. Adding a widget is the same as declaring a variable. No need to write a backend, define routes, handle HTTP requests, etc. Deploy instantly. Use Streamlit’s sharing platform to effortlessly share, manage, and collaborate on your apps. A minimal framework for powerful apps. Face-GAN explorer. App that uses Shaobo Guan’s TL-GAN project from Insight Data Science, TensorFlow, and NVIDIA's PG-GAN to generate faces that match selected attributes. Real time object detection. An image browser for the Udacity self-driving-car dataset with real-time object detection.
Platforms Supported Windows Not 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 Not 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
Audience Enterprises in search of a solution to execute end-to-end data science and analytics pipelines entirely on GPUs	Audience Engineers looking for an open-source app framework to create performant apps in only a few hours
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Not 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 No information available. Free Version Not Supported Free Trial Not Supported
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	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros The best app maker for Python programmers, period! The library is amazingly intuitive and simple to use. Cons Not a single thing to dislike in this service. Could make themes available as CSS options rather than in-code options.
Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information NVIDIA Founded: 1993 United States developer.nvidia.com/rapids	Company Information Streamlit United States www.streamlit.io
Alternatives NVIDIA Magnum IO NVIDIA	Alternatives Retool
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Categories AI Infrastructure Supported Data Science Supported	Categories Application Development Supported Data Science Supported Development Frameworks Supported

Integrations Gradient Supported Apache Spark Supported Azure Marketplace Not Supported Capital One Spark Business Banking Supported ConfidentialMind Not Supported Databricks Supported HEAVY.AI Supported HPE Ezmeral Data Fabric Supported Jamba Not Supported JarvisLabs.ai Not Supported Kinetica Supported NVIDIA FLARE Supported NewsData.io Not Supported Nuclio Supported Plotly Dash Supported Positron Not Supported Python Not Supported Streamoku Not Supported Show More Integrations View All 17 Integrations	Integrations Gradient Supported Apache Spark Not Supported Azure Marketplace Supported Capital One Spark Business Banking Not Supported ConfidentialMind Supported Databricks Not Supported HEAVY.AI Not Supported HPE Ezmeral Data Fabric Not Supported Jamba Supported JarvisLabs.ai Supported Kinetica Not Supported NVIDIA FLARE Not Supported NewsData.io Supported Nuclio Not Supported Plotly Dash Not Supported Positron Supported Python Supported Streamoku Supported Show More Integrations View All 14 Integrations
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