Essays about: "gated recurrent unit"

Showing result 1 - 5 of 31 essays containing the words gated recurrent unit.

  1. 1. Prediction of the number of weekly covid-19 infections : A comparison of machine learning methods

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Nicklas Branding; [2022]
    Keywords : Machine learning; deep learning; covid-19; public health science; number of infection; regression; long short term memory; gated recurrent unit; support vector regressor; long short term memory-convolutional neural network; bidirectional-long short term memory;

    Abstract : The thesis two-folded problem aim was to identify and evaluate candidate Machine Learning (ML) methods and performance methods, for predicting the weekly number of covid-19 infections. The two-folded problem aim was created from studying public health studies where several challenges were identified. READ MORE

  2. 2. Low Power Hardware Accelerator For Gated Recurrent Unit

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

    Author : Malavika Balakumar; [2022]
    Keywords : ;

    Abstract : Neural Networks are a subset of Machine Learning which are designed to recognize patterns. Recurrent Neural Networks are an important part of AI (Artificial Intelligence) which allows for short term as well as long term dependencies to be captured. READ MORE

  3. 3. Towards a Nuanced Evaluation of Voice Activity Detection Systems : An Examination of Metrics, Sampling Rates and Noise with Deep Learning

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Ludvig Joborn; Mattias Beming; [2022]
    Keywords : voice activity detection; VAD; deep learning; machine learning; ML; artificial intelligence; AI; convolutional neural network; CNN; deep neural network; DNN; sound event detection; SED; mel spectrogram; audio processing; polyphonic sound detection score; PSDS; signal processing; signal to noise ratio; SNR; recurrent convolutional residual neural network; RCRNN; sampling rate; Gaussian noise;

    Abstract : Recently, Deep Learning has revolutionized many fields, where one such area is Voice Activity Detection (VAD). This is of great interest to sectors of society concerned with detecting speech in sound signals. One such sector is the police, where criminal investigations regularly involve analysis of audio material. READ MORE

  4. 4. Forecasting the Nasdaq-100 index using GRU and ARIMA

    University essay from Uppsala universitet/Statistiska institutionen

    Author : David Cederberg; Daniel Tanta; [2022]
    Keywords : Neural network; GRU; ARIMA; stock market; forecasting; machine learning;

    Abstract : Today, there is an overwhelming amount of data that is being collected when it comes to financial markets. For forecasting stock indexes, many models rely only on historical values of the index itself. One such model is the ARIMA model. Over the last decades, machine learning models have challenged the classical time series models, such as ARIMA. READ MORE

  5. 5. Taskfinder : Comparison of NLP techniques for textclassification within FMCG stores

    University essay from Uppsala universitet/Institutionen för elektroteknik

    Author : Julius Jensen; [2022]
    Keywords : LSTM; GRU; Text classification; RNN; Naive bayes;

    Abstract : Natural language processing has many important applications in today, such as translations, spam filters, and other useful products. To achieve these applications supervised and unsupervised machine learning models, have shown to be successful. The most important aspect of these models is what the model can achieve with different datasets. READ MORE