Search Results

Collective Knowledge: organizing research projects as a database of reusable components and portable workflows with common APIs

3 code implementations2 Nov 2020

The CK framework is used to organize and manage research projects as a database of such components.

Benchmarking

Adversarial Attacks on ML Defense Models Competition

1 code implementation15 Oct 2021

Due to the vulnerability of deep neural networks (DNNs) to adversarial examples, a large number of defense techniques have been proposed to alleviate this problem in recent years.

Adversarial Attack Adversarial Robustness +1

Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware

1 code implementation20 Apr 2022

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large, high-quality models.

Anomaly Detection Model Optimization

GPTPU: Accelerating Applications using Edge Tensor Processing Units

1 code implementation22 Jun 2021

We built GPTPU machine uses Edge Tensor Processing Units (Edge TPUs), which are widely available and representative of many commercial NN accelerators.

Distributed, Parallel, and Cluster Computing Performance Signal Processing

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond

1 code implementation12 May 2021

Machine Learning (ML) and Artificial Intelligence (AI) have shown promising results in many areas and are driven by the increasing amount of available data.

Federated Learning Privacy Preserving

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