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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

Caffe is a deep learning framework designed with a focus on expressiveness, efficiency, and modularity, developed by Berkeley AI Research (BAIR) alongside numerous community contributors. The project was initiated by Yangqing Jia during his doctoral studies at UC Berkeley and is available under the BSD 2-Clause license. For those interested, there is an engaging web image classification demo available for viewing! The framework’s expressive architecture promotes innovation and application development. Users can define models and optimizations through configuration files without the need for hard-coded elements. By simply toggling a flag, users can seamlessly switch between CPU and GPU, allowing for training on powerful GPU machines followed by deployment on standard clusters or mobile devices. The extensible nature of Caffe's codebase supports ongoing development and enhancement. In its inaugural year, Caffe was forked by more than 1,000 developers, who contributed numerous significant changes back to the project. Thanks to these community contributions, the framework remains at the forefront of state-of-the-art code and models. Caffe's speed makes it an ideal choice for both research experiments and industrial applications, with the capability to process upwards of 60 million images daily using a single NVIDIA K40 GPU, demonstrating its robustness and efficacy in handling large-scale tasks. This performance ensures that users can rely on Caffe for both experimentation and deployment in various scenarios.

Description

Hyta is an innovative platform that facilitates the scaling and operationalization of AI workflows after training by establishing continuous, always-on pipelines that combine specialized human intelligence with a focus on monitoring reliable contributions, ensuring that model enhancement is an ongoing endeavor instead of a singular effort. This platform brings together a collective of domain experts and machine-learning collaborators who provide valuable human insights essential for long-term, domain-specific model training and reinforcement learning frameworks, while also implementing strategies to maintain contributor trust and context throughout various projects and models. By customizing pipelines to meet the unique requirements of organizations and specific projects, Hyta guarantees dependable progress, safeguards verified contributions, and allows for ongoing feedback, thereby enhancing capabilities across diverse industries. In addition to connecting contributors, research labs, companies, and post-training teams, Hyta fosters a comprehensive ecosystem that empowers organizations to manage human-in-the-loop workflows on a large scale, seamlessly integrating human feedback into the continuous model development process. Furthermore, this interconnected approach not only improves the efficiency of AI models but also enriches the collaboration between human expertise and machine learning, driving innovation and better outcomes in AI applications.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

AWS Elastic Fabric Adapter (EFA) Yes 
AWS Marketplace Yes 
Amazon Web Services (AWS) Yes 
Docker Yes 
Fabric for Deep Learning (FfDL) Yes 
Lambda Yes 
NVIDIA DIGITS Yes 
OpenVINO Yes 
Polyaxon Yes 
Pop!_OS Yes 
Zebra by Mipsology Yes 

Integrations

AWS Elastic Fabric Adapter (EFA) No 
AWS Marketplace No 
Amazon Web Services (AWS) No 
Docker No 
Fabric for Deep Learning (FfDL) No 
Lambda No 
NVIDIA DIGITS No 
OpenVINO No 
Polyaxon No 
Pop!_OS No 
Zebra by Mipsology No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

BAIR

Country

United States

Website

caffe.berkeleyvision.org

Vendor Details

Company Name

Hyta

Country

United States

Website

www.hyta.ai/

Product Features

Deep Learning

Convolutional Neural Networks No 
Document Classification Yes 
Image Segmentation No 
ML Algorithm Library No 
Model Training No 
Neural Network Modeling No 
Self-Learning No 
Visualization Yes 

Product Features

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