DeepSpeed

DeepSpeed

Microsoft
NeuroSplit

NeuroSplit

Skymel
DeepSpeed NeuroSplit

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DeepSpeed:

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.
NeuroSplit:

About

NeuroSplit is a patent-pending adaptive-inferencing technology that dynamically “slices” a model’s neural network connections in real time to create two synchronized sub-models, executing initial layers on the end user’s device and offloading the remainder to cloud GPUs, thereby harnessing idle local compute and reducing server costs by up to 60% without sacrificing performance or accuracy. Integrated into Skymel’s Orchestrator Agent platform, NeuroSplit routes each inference request across devices and clouds based on specified latency, cost, or resource constraints, automatically applying fallback logic and intent-driven model selection to maintain reliability under varying network conditions. Its decentralized architecture ensures end-to-end encryption, role-based access controls, and isolated execution contexts, while real-time analytics dashboards provide insights into cost, throughput, and latency metrics.
DeepSpeed:

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
NeuroSplit:

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
DeepSpeed:

Audience

Deep learning model developers
NeuroSplit:

Audience

Infrastructure teams needing a solution to build and deploy cost-effective, low-latency AI applications
DeepSpeed:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported
NeuroSplit:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
DeepSpeed:

API

Offers API Not Supported
NeuroSplit:

API

Offers API Supported
DeepSpeed:

Screenshots and Videos

NeuroSplit:

Screenshots and Videos

DeepSpeed:

Pricing

Free
Open source
Free Version Supported
Free Trial Not Supported
NeuroSplit:

Pricing

No information available.
Free Version Not Supported
Free Trial Supported
DeepSpeed:

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
NeuroSplit:

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
DeepSpeed:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
NeuroSplit:

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported
DeepSpeed:

Company Information

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

Company Information

Skymel
United States
skymel.com/neurosplit.html
DeepSpeed:

Alternatives

NeuroSplit:

Alternatives

DeepSpeed:
NeuroSplit:
DeepSpeed:
GPT-NeoX

GPT-NeoX

EleutherAI
NeuroSplit:
DeepSpeed:
AWS Neuron

AWS Neuron

Amazon Web Services
NeuroSplit:
DeepSpeed:
NeuroSplit:
OpenCL

OpenCL

The Khronos Group
DeepSpeed:

Categories

AI Development Supported
Deep Learning Supported
NeuroSplit:

Categories

AI Development Supported
DeepSpeed:

Integrations

Python Supported
Axolotl Supported
Cake AI Supported
Comet LLM Supported
JavaScript Not Supported
Nurix Supported
PyTorch Supported
Swift Not Supported
NeuroSplit:

Integrations

Python Supported
Axolotl Not Supported
Cake AI Not Supported
Comet LLM Not Supported
JavaScript Supported
Nurix Not Supported
PyTorch Not Supported
Swift Supported
DeepSpeed:
Claim DeepSpeed and update features and information
Claim DeepSpeed and update features and information
NeuroSplit:
Claim NeuroSplit and update features and information
Claim NeuroSplit and update features and information