Essays about: "inference speed"

Showing result 21 - 25 of 47 essays containing the words inference speed.

  1. 21. Performance analysis of on- device streaming speech recognition

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

    Author : Martin Köling; [2021]
    Keywords : streaming speech recognition; attention; end-to-end; transformer; conformer; on- device inference; machine learning; strömmande taligenkänning; attention; end-to-end; transformer; conformer; on- device slutledning; maskininlärning;

    Abstract : Speech recognition is the task where a machine processes human speech into a written format. Groundbreaking scientific progress within speech recognition has been fueled by recent advancements in deep learning research, improving both key metrics of the task; accuracy and speed. READ MORE

  3. 22. Scar detection using deep neural networks

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

    Author : Christina Sunnegårdh; [2021]
    Keywords : ;

    Abstract : Object detection is a computer vision method that deals with the tasks of localizing and classifying objects within an image. The number of usages for the method is constantly growing, and this thesis investigates the unexplored area of using deep neural networks for scar detection. READ MORE

  4. 23. Learned Multi-Sensor Indoor Positioning of Mobile Devices

    University essay from Lunds universitet/Matematik LTH

    Author : Christoffer Kjellson; [2021]
    Keywords : Indoor Positioning; Deep Learning; Fingerprinting; RSSI; Machine Learning; Pedestrian Dead Reckoning; Kaggle; Sensor Fusion; SDAE; LSTM; Technology and Engineering; Mathematics and Statistics;

    Abstract : Attenuation of the microwave signal used in the Global Positioning System (GPS) due to interaction with building structures complicates the task of accurate indoor positioning. For this reason, research on alternative approaches is being performed at universities and companies worldwide. READ MORE

  5. 24. DistillaBSE: Task-agnostic  distillation of multilingual sentence  embeddings : Exploring deep self-attention distillation with switch transformers

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

    Author : Boris Bubla; [2021]
    Keywords : Transformers; Knowledge Distillation; Language Agnostic BERT Sentence Embeddings; Natural Language Processing; Switch Transformers; Transformatorer; kunskapsdestillation; språkagnostisk inbäddning av BERT- mening; naturlig bearbetning av språk; switchtransformatorer;

    Abstract : The recent development of massive multilingual transformer networks has resulted in drastic improvements in model performance. These models, however, are so large they suffer from large inference latency and consume vast computing resources. Such features hinder widespread adoption of the models in industry and some academic settings. READ MORE

  6. 25. Region-based Memory Management and Actor Model Concurrency An initial study of how the combination performs

    University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

    Author : Robert Krook; [2020-11-06]
    Keywords : Region-based memory management; Standard ML; Actor-Model Concurrency; Functional programming;

    Abstract : Modern computer systems and the requirements we place upon them are vastly different from those of early systems. With the emergence of Internet of Things (IoT) devices, the number of devices with hard, real-time deadlines have increased greatly. READ MORE