DeepSpeed

DeepSpeed

Microsoft
MXNet

MXNet

The Apache Software Foundation

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

A hybrid front-end seamlessly transitions between Gluon eager imperative mode and symbolic mode to provide both flexibility and speed. Scalable distributed training and performance optimization in research and production is enabled by the dual parameter server and Horovod support. Deep integration into Python and support for Scala, Julia, Clojure, Java, C++, R and Perl. A thriving ecosystem of tools and libraries extends MXNet and enables use-cases in computer vision, NLP, time series and more. Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision-making process have stabilized in a manner consistent with other successful ASF projects. Join the MXNet scientific community to contribute, learn, and get answers to your questions.

About

An end-to-end open source machine learning platform. TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications. Build and train ML models easily using intuitive high-level APIs like Keras with eager execution, which makes for immediate model iteration and easy debugging. Easily train and deploy models in the cloud, on-prem, in the browser, or on-device no matter what language you use. A simple and flexible architecture to take new ideas from concept to code, to state-of-the-art models, and to publication faster. Build, deploy, and experiment easily with TensorFlow.

About

Simple, fast, safe, and compiled. For developing maintainable software. Simple language for building maintainable programs. You can learn the entire language by going through the documentation over a weekend, and in most cases, there's only one way to do something. This results in simple, readable, and maintainable code. This results in simple, readable, and maintainable code. Despite being simple, V gives a lot of power to the developer and can be used in pretty much every field, including systems programming, webdev, gamedev, GUI, mobile, science, embedded, tooling, etc. V is very similar to Go. If you know Go, you already know 80% of V. Bounds checking, No undefined values, no variable shadowing, immutable variables by default, immutable structs by default, option/result and mandatory error checks, sum types, generics, and immutable function args by default, mutable args have to be marked on call.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

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

Developers and researchers requiring an open-source deep learning framework for research prototyping and production

Audience

Organizations interested in a powerful open source machine learning platform

Audience

Developers interested in a language for building maintainable programs

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
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

Reviews/Ratings

Overall 5.0 / 5
ease 4.5 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

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

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

The Apache Software Foundation
Founded: 1999
United States
mxnet.apache.org

Company Information

TensorFlow
Founded: 2015
United States
www.tensorflow.org

Company Information

V Programming Language
United States
vlang.io

Alternatives

Alternatives

Caffe

Caffe

BAIR

Alternatives

Vertex AI

Vertex AI

Google

Alternatives

Swift

Swift

Apple
AWS Neuron

AWS Neuron

Amazon Web Services
MXNet

MXNet

The Apache Software Foundation
Caffe

Caffe

BAIR
Zig

Zig

Zig Software Foundation

Categories

Categories

Categories

Categories

Machine Learning Features

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Integrations

Activeeon ProActive
Amazon SageMaker Model Building
Axolotl
DagsHub
Database Mart
Deep.BI
Determined AI
ExamRoom.AI
FlytBase
IBM Watson Studio
IREN Cloud
JAX
Keepsake
Polyaxon
PostgresML
Qualcomm AI Hub
RagaAI
Segments.ai
Wallaroo.AI
ZenML

Integrations

Activeeon ProActive
Amazon SageMaker Model Building
Axolotl
DagsHub
Database Mart
Deep.BI
Determined AI
ExamRoom.AI
FlytBase
IBM Watson Studio
IREN Cloud
JAX
Keepsake
Polyaxon
PostgresML
Qualcomm AI Hub
RagaAI
Segments.ai
Wallaroo.AI
ZenML

Integrations

Activeeon ProActive
Amazon SageMaker Model Building
Axolotl
DagsHub
Database Mart
Deep.BI
Determined AI
ExamRoom.AI
FlytBase
IBM Watson Studio
IREN Cloud
JAX
Keepsake
Polyaxon
PostgresML
Qualcomm AI Hub
RagaAI
Segments.ai
Wallaroo.AI
ZenML

Integrations

Activeeon ProActive
Amazon SageMaker Model Building
Axolotl
DagsHub
Database Mart
Deep.BI
Determined AI
ExamRoom.AI
FlytBase
IBM Watson Studio
IREN Cloud
JAX
Keepsake
Polyaxon
PostgresML
Qualcomm AI Hub
RagaAI
Segments.ai
Wallaroo.AI
ZenML
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