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| About
            Flower is an open source federated learning framework designed to simplify the development and deployment of machine learning models across decentralized data sources. It enables training on data located on devices or servers without transferring the data itself, thereby enhancing privacy and reducing bandwidth usage. Flower supports a wide range of machine learning frameworks, including PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, and XGBoost, and is compatible with various platforms and cloud services like AWS, GCP, and Azure. It offers flexibility through customizable strategies and supports both horizontal and vertical federated learning scenarios. Flower's architecture allows for scalable experiments, with the capability to handle workloads involving tens of millions of clients. It also provides built-in support for privacy-preserving techniques like differential privacy and secure aggregation.
             | About
            Conventional CPUs can no longer cope with the increased demand for computing power. GPU processors exceed the data processing speed of conventional CPUs by 100-200 times. We provide servers that are specifically designed for machine learning and deep learning purposes and are equipped with distinctive features. Modern hardware based on the NVIDIA® GPU chipset, which has a high operation speed. The newest Tesla® V100 cards with their high processing power. Optimized for deep learning software, TensorFlow™, Caffe2, Torch, Theano, CNTK, MXNet™. Includes development tools based on the programming languages Python 2, Python 3, and C++. We do not charge fees for every extra service. This means disk space and traffic are already included in the cost of the basic services package. In addition, our servers can be used for various tasks of video processing, rendering, etc. LeaderGPU® customers can now use a graphical interface via RDP out of the box.
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| Platforms Supported
            
                Windows
            
            
         
            
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                Android
            
            
         
            
                Chromebook
            
            
         | Platforms Supported
            
                Windows
            
            
         
            
                Mac
            
            
         
            
                Linux
            
            
         
            
                Cloud
            
            
         
            
                On-Premises
            
            
         
            
                iPhone
            
            
         
            
                iPad
            
            
         
            
                Android
            
            
         
            
                Chromebook
            
            
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| Audience
        Machine learning practitioners and researchers in search of a tool to implement privacy-preserving, decentralized model training across diverse devices and platforms
         | Audience
        Anyone wanting a solution providing servers with a GPU for deep machine learning
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| Support
            
                Phone Support
            
            
         
            
                24/7 Live Support
            
            
         
            
                Online
            
            
         | Support
            
                Phone Support
            
            
         
            
                24/7 Live Support
            
            
         
            
                Online
            
            
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| API
            
                Offers API
            
            
         | API
            
                Offers API
            
            
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| Screenshots and Videos | Screenshots and Videos | |||||
| Pricing
        Free
        
     
            
                Free Version
            
            
         
            
                Free Trial
            
            
         | Pricing
        €0.14 per minute
        
     
            
                Free Version
            
            
         
            
                Free Trial
            
            
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| Training
            
                Documentation
            
            
         
            
                Webinars
            
            
         
            
                Live Online
            
            
         
            
                In Person
            
            
         | Training
            
                Documentation
            
            
         
            
                Webinars
            
            
         
            
                Live Online
            
            
         
            
                In Person
            
            
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| Company InformationFlower Founded: 2023 Germany flower.ai/ | Company InformationLeaderGPU Netherlands www.leadergpu.com | |||||
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| Integrations
            
                
    MXNet
            
            
         
            
                
    Python
            
            
         
            
                
    TensorFlow
            
            
         
            
                
    Amazon Web Services (AWS)
            
            
         
            
                
    Android
            
            
         
            
                
    Apple iOS
            
            
         
            
                
    Docker
            
            
         
            
                
    Google Cloud Platform
            
            
         
            
                
    Hugging Face
            
            
         
            
                
    JAX
            
            
         | Integrations
            
                
    MXNet
            
            
         
            
                
    Python
            
            
         
            
                
    TensorFlow
            
            
         
            
                
    Amazon Web Services (AWS)
            
            
         
            
                
    Android
            
            
         
            
                
    Apple iOS
            
            
         
            
                
    Docker
            
            
         
            
                
    Google Cloud Platform
            
            
         
            
                
    Hugging Face
            
            
         
            
                
    JAX
            
            
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