Essays about: "representation learning"

Showing result 1 - 5 of 302 essays containing the words representation learning.

  1. 1. Real-time Human Detection using Convolutional Neural Networks with FMCW RADAR RGB data

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Anna Phan; Rogelio Medina; [2022]
    Keywords : Human Detection; Machine Learning; Convolutional Neural Networks; YOLO; FMCW Radar; Human Detection Evaluation; Människodetektering; Maskininlärning; Neurala faltningsnät; Djupa faltningsnät; YOLO; FMCW Radar; Utvärdering;

    Abstract : Machine learning has been employed in the automotive industry together with cameras to detect objects in surround sensing technology. You Only Look Once is a state-of-the-art object detection algorithm especially suitable for real-time applications due to its speed and relatively high accuracy compared to competing methods. READ MORE

  2. 2. Gait recognition using Deep Learning

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Amanda Seger; [2022]
    Keywords : Deep learning; CNN; gait recognition;

    Abstract : Gait recognition is important for identifying suspects in criminal investigations. This study will study the potential of using models based on transfer learning for this purpose. Both supervised and unsupervised learning will be examined. READ MORE

  3. 3. Deep learning, LSTM and Representation Learning in Empirical Asset Pricing

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

    Author : Benjamin von Essen; [2022]
    Keywords : LSTM; empirical asset pricing; deep learning; representation learning; neural networks; LSTM; empirisk tillgångsvärdering; djupinlärning; representationsinlärning; neurala nätverk;

    Abstract : In recent years, machine learning models have gained traction in the field of empirical asset pricing for their risk premium prediction performance. In this thesis, we build upon the work of [1] by first evaluating models similar to their best performing model in a similar fashion, by using the same dataset and measures, and then expanding upon that. READ MORE

  4. 4. A comparison between Feed-forward and Convolutional Neural Networks for classification of invoice documents

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

    Author : Erik Svensson; [2022]
    Keywords : ;

    Abstract : Filing invoices under booking accounts can be a time-consuming task that could be alleviated by machine learning algorithms. There are two possible main methods for an algorithm to learn to classify such data: use a machine learning algorithm directly on the images, or extract words as tokens and use a machine learning algorithm on the set of words generated. READ MORE

  5. 5. Genre style transfer : Symbolic genre style transfer utilising GAN with additional genre-enforcing discriminators

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Leif Sulaiman; Sebastian Larsson; [2022]
    Keywords : Artificial Intelligence; Machine Learning; Deep Learning; Generative Adversarial Network; Variational Autoencoder; CycleGAN; Music; Style Transfer; Neural Network;

    Abstract : Style transfer using Generative adversarial networks (GANs) has been successful in recent publications. One field in style transfer is music style transfer, in which a piece of music is transformed in some way, be it through genre-, harmonic-, rhythmic transfer, etc. READ MORE