Essays about: "deep learning"

Showing result 1 - 5 of 512 essays containing the words deep learning.

  1. 1. Deep Neural Network Compression for Object Detection and Uncertainty Quantification

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

    Author : Mohammad Ahraz Asif; Georgios Tzelepis; [2019-11-21]
    Keywords : Deep Learning; Model Compression; Knowledge Distillation; Bayesian Deep Learning; Object Detection;

    Abstract : Neural networks have been notorious for being computational expensive. Their demand for hardware resources prohibits their extensive use in embedded devices and puts restrictions on tasks like real time tracking. READ MORE

  3. 2. Motion Prediction of Surrounding Vehicles in Highway Scenarios With Deep Learning

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

    Author : Samir Khays; [2019]
    Keywords : ;

    Abstract : Anticipating the future positions of the surrounding vehicles is a crucial task foran autonomous vehicle in order to drive safely. To foresee complex manoeuvresfor longer time horizons, a framework that relies on high-level properties ofmotion and is able to incorporate, e.g. contextual features, is needed. READ MORE

  4. 3. Hierarchical Clustering of Time Series using Gaussian Mixture Models and Variational Autoencoders

    University essay from Lunds universitet/Matematisk statistik

    Author : Per Wilhelmsson; [2019]
    Keywords : Clustering; Deep Learning; Machine Learning; Time Series; Variational Autoencoders; Gaussian Mixture Models; Mathematics and Statistics;

    Abstract : This thesis proposes a hierarchical clustering algorithm for time series, comprised of a variational autoencoder to compress the series and a Gaussian mixture model to merge them into an appropriate cluster hierarchy. This approach is motivated by the autoencoders good results in dimensionality reduction tasks and by the likelihood framework given by the Gaussian mixture model. READ MORE

  5. 4. Malignant Melanoma Classification with Deep Learning

    University essay from KTH/Medicinteknik och hälsosystem

    Author : Jakob Kisselgof; [2019]
    Keywords : Melanoma classification deep learning;

    Abstract : Malignant melanoma is the deadliest form of skin cancer. If correctly diagnosed in time, the expected five-year survival rate can increase up to 97 %. Therefore, exploring various methods for early detection can contribute with tools which can be used to improve detection of disease and finally to make sure that help is given in time. READ MORE

  6. 5. Classification of High Risk Prostate Cancer using Deep Learning

    University essay from Lunds universitet/Matematik LTH

    Author : Elin Olofsson; [2019]
    Keywords : Prostate Cancer; CNN; Deep Learning; PRIAS; Active Surveillance; Digital Pathology; Mathematics and Statistics;

    Abstract : Prostate cancer is one of the most common types of cancer for men, making proper diagnostic essential. Using machine learning as a tool to help in digital pathology has become increasingly popular and helps to limit the high intra observer variability between pathologists. READ MORE