DeepSpeed

DeepSpeed

Microsoft
+
+

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About

DeepSpeed is an open source deep learning optimization library for PyTorch. It's designed to reduce computing power and memory use, and to train large distributed models with better parallelism on existing computer hardware. DeepSpeed is optimized for low latency, high throughput training. DeepSpeed can train DL models with over a hundred billion parameters on the current generation of GPU clusters. It can also train up to 13 billion parameters in a single GPU. DeepSpeed is developed by Microsoft and aims to offer distributed training for large-scale models. It's built on top of PyTorch, which specializes in data parallelism.

About

NVIDIA FLARE (Federated Learning Application Runtime Environment) is an open source, extensible SDK designed to facilitate federated learning across diverse industries, including healthcare, finance, and automotive. It enables secure, privacy-preserving AI model training by allowing multiple parties to collaboratively train models without sharing raw data. FLARE supports various machine learning frameworks such as PyTorch, TensorFlow, RAPIDS, and XGBoost, making it adaptable to existing workflows. FLARE's componentized architecture allows for customization and scalability, supporting both horizontal and vertical federated learning. It is suitable for applications requiring data privacy and regulatory compliance, such as medical imaging and financial analytics. It is available for download via the NVIDIA NVFlare GitHub repository and PyPi.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Deep learning model developers

Audience

Organizations and researchers needing a tool to implement secure, collaborative machine learning across decentralized datasets

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Open source
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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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

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Microsoft
Founded: 1975
United States
www.deepspeed.ai/

Company Information

NVIDIA
Founded: 1993
United States
developer.nvidia.com/flare

Alternatives

Alternatives

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GPT-NeoX

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AWS Neuron

AWS Neuron

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Keepsake

Keepsake

Replicate

Categories

Categories

Integrations

PyTorch
Axolotl
Cake AI
Comet LLM
GitHub
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
Nurix
Python
TensorFlow

Integrations

PyTorch
Axolotl
Cake AI
Comet LLM
GitHub
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
Nurix
Python
TensorFlow
Claim DeepSpeed and update features and information
Claim DeepSpeed and update features and information
Claim NVIDIA FLARE and update features and information
Claim NVIDIA FLARE and update features and information