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What is SynapseAI?

Our accelerator hardware is meticulously designed to boost the performance and efficiency of deep learning while emphasizing developer usability. SynapseAI seeks to simplify the development journey by offering support for popular frameworks and models, enabling developers to utilize the tools they are already comfortable with and prefer. In essence, SynapseAI, along with its comprehensive suite of tools, is customized to assist deep learning developers in their specific workflows, empowering them to create projects that meet their individual preferences and needs. Furthermore, Habana-based deep learning processors not only protect existing software investments but also make it easier to develop innovative models, addressing the training and deployment requirements of a continuously evolving range of models influencing the fields of deep learning, generative AI, and large language models. This focus on flexibility and support guarantees that developers can excel in an ever-changing technological landscape, fostering innovation and creativity in their projects. Ultimately, SynapseAI's commitment to enhancing developer experience is vital in driving the future of AI advancements.

What is Fabric for Deep Learning (FfDL)?

Deep learning frameworks such as TensorFlow, PyTorch, Caffe, Torch, Theano, and MXNet have greatly improved the ease with which deep learning models can be designed, trained, and utilized. Fabric for Deep Learning (FfDL, pronounced "fiddle") provides a unified approach for deploying these deep-learning frameworks as a service on Kubernetes, facilitating seamless functionality. The FfDL architecture is constructed using microservices, which reduces the reliance between components, enhances simplicity, and ensures that each component operates in a stateless manner. This architectural choice is advantageous as it allows failures to be contained and promotes independent development, testing, deployment, scaling, and updating of each service. By leveraging Kubernetes' capabilities, FfDL creates an environment that is highly scalable, resilient, and capable of withstanding faults during deep learning operations. Furthermore, the platform includes a robust distribution and orchestration layer that enables efficient processing of extensive datasets across several compute nodes within a reasonable time frame. Consequently, this thorough strategy guarantees that deep learning initiatives can be carried out with both effectiveness and dependability, paving the way for innovative advancements in the field.

Media

Media

Integrations Supported

PyTorch
TensorFlow
Amazon Web Services (AWS)
Caffe
Kubernetes
Torch

Integrations Supported

PyTorch
TensorFlow
Amazon Web Services (AWS)
Caffe
Kubernetes
Torch

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Habana Labs

Date Founded

2016

Company Location

Israel

Company Website

habana.ai/training-software/

Company Facts

Organization Name

IBM

Date Founded

1911

Company Location

United States

Company Website

developer.ibm.com/open/projects/fabric-for-deep-learning-ffdl/

Categories and Features

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Categories and Features

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

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