Essays about: "inference speed"

Showing result 11 - 15 of 47 essays containing the words inference speed.

  1. 11. Distilling Multilingual Transformer Models for Efficient Document Retrieval : Distilling multi-Transformer models with distillation losses involving multi-Transformer interactions

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

    Author : Xuecong Liu; [2022]
    Keywords : Dense Passage Retrieval; Knowledge Distillation; Multilingual Transformer; Document Retrieval; Open Domain Question Answering; Tät textavsnittssökning; kunskapsdestillering; flerspråkiga transformatorer; dokumentsökning; domänlöst frågebesvarande;

    Abstract : Open Domain Question Answering (OpenQA) is a task concerning automatically finding answers to a query from a given set of documents. Language-agnostic OpenQA is an increasingly important research area in the globalised world, where the answers can be in a different language from the question. READ MORE

  3. 12. Knowledge Distillation of DNABERT for Prediction of Genomic Elements

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Joana Palés Huix; [2022]
    Keywords : Knowledge distillation; Transformers; BERT; Genomics; Promoter identification; Explainability;

    Abstract : Understanding the information encoded in the human genome and the influence of each part of the DNA sequence is a fundamental problem of our society that can be key to unveil the mechanism of common diseases. With the latest technological developments in the genomics field, many research institutes have the tools to collect massive amounts of genomic data. READ MORE

  4. 13. Localization For AutonomousDriving using Statistical Filtering : A GPS aided navigation approach with EKF and UKF

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

    Author : Devrat Singh; [2022]
    Keywords : Land Vehicle Localization; Sensor Fusion; GNSS-INS Fusion; UKF; EKF;

    Abstract : A critical requirement for safe autonomous driving is to have an accurate state estimate of thevehicle. One of the most ubiquitous yet reliable ways for this task is through the integrationof the onboard Inertial Navigation System (INS) and the Global Navigation Satellite System(GNSS). READ MORE

  5. 14. Swedish Language End-to-End Automatic Speech Recognition for Media Monitoring using Deep Learning

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Hector Nyblom; [2022]
    Keywords : Automatic Speech Recognition; Deep Learning; Machine Learning; Natural Language Processing; Media Monitoring;

    Abstract : In order to extract relevant information from speech recordings, the general approach is to first convert the audio into transcribed text. The text can then be analysed using well researched methods. NewsMachine AB provides customers with an overview of how they are represented in media by analysing articles in text form. READ MORE

  6. 15. Pruning a Single-Shot Detector for Faster Inference : A Comparison of Two Pruning Approaches

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

    Author : Karl Beckman; [2022]
    Keywords : Computer Vision; Object Detection; Single-Shot Detector; SSD-MobileNetV2; Iterative Pruning; Datorseende; Objektdetektering; Enstegsdetektor; SDD-MobileNet-V2; Iterativ Beskärning;

    Abstract : Modern state-of-the-art object detection models are based on convolutional neural networks and can be divided into single-shot detectors and two-stage detectors. Two-stage detectors exhibit impressive detection performance but their complex pipelines make them slow. READ MORE