Essays about: "On device AI"

Showing result 6 - 10 of 39 essays containing the words On device AI.

1. 6. Trainable Region of Interest Prediction: Hard Attention Framework for Hardware-Efficient Event-Based Computer Vision Neural Networks on Neuromorphic Processors

   University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

   Author : Cina Arjmand; [2023]
   Keywords : Artifical Intelligence; Machine Learning; Neuromorphic Engineering; Computer Vision; Technology and Engineering;

   Abstract : Neuromorphic processors are a promising new type of hardware for optimizing neural network computation using biologically-inspired principles. They can effectively leverage information sparsity such as in images from event-based cameras, and are well-adapted to processing event-based data in an energy-efficient fashion. READ MORE

3. 7. Development of AI/ML Methods for Advanced Device Localization in Beyond 5G Systems

   University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

   Author : Eros Iván Costa Andrés; Jon Aizkorreta Carro; [2023]
   Keywords : Artificial Intelligence; localization; IIoT devices; Python; radio signals; 5G; 3GPP; Technology and Engineering;

   Abstract : This master thesis aims to investigate the positioning accuracy improvements of device localization by the implementation of AI/ML functionalities. In this project, we use the fifth-generation(5G) New Radio (NR) system and focus on indoor factories. READ MORE

4. 8. Digital Twin for Firmware and Artificial Intelligence prototyping

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Gianluca Maragno; [2023]
   Keywords : Digital Twin; Industry 4.0; SystemC; MCU; TLM; sensors; MEMS; Machine Learning; Artificial Intelligence; simulations; testing; correct-by-design.; Digital Tvilling; Industri 4.0; SystemC; MCU; TLM; sensorer; MEMS; Maskininlärning; Artificiell Intelligens; simuleringar; testning; korrekt-från-design.;

   Abstract : The forth industrial revolution has risen the born of new mega trends for the improvement of the time to market and the spare of resources in the development and manufacturing of a new product. Among these trends, the Digital Twin (DT) is the one of major interests for developers and strategy analysts. READ MORE

5. 9. Federated Learning for edge computing : Real-Time Object Detection

   University essay from Högskolan i Skövde/Institutionen för informationsteknologi

   Author : Ardit Memia; [2023]
   Keywords : Federated Learning; Artificial Intelligence; Machine Learning; Edge computing; Object Detection; Decentralized AI;

   Abstract : In domains where data is sensitive or private, there is a great value in methods that can learn in a distributed manner without the data ever leaving the local devices. Federated Learning (FL) has recently emerged as a promising solution to collaborative machine learning challenges while maintaining data privacy. READ MORE

6. 10. Register Caching for Energy Efficient GPGPU Tensor Core Computing

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Qiran Qian; [2023]
   Keywords : Computer Architecture; GPGPU; Tensor Core; GEMM; Energy Efficiency; Register File; Cache; Instruction Scheduling; Datorarkitektur; GPGPU; Tensor Core; GEMM; energieffektivitet; registerfil; cache; instruktionsschemaläggning;

   Abstract : The General-Purpose GPU (GPGPU) has emerged as the predominant computing device for extensive parallel workloads in the fields of Artificial Intelligence (AI) and Scientific Computing, primarily owing to its adoption of the Single Instruction Multiple Thread architecture, which not only provides a wealth of thread context but also effectively hide the latencies exposed in the single threads executions. As computational demands have evolved, modern GPGPUs have incorporated specialized matrix engines, e. READ MORE