Essays about: "RNN"

Showing result 1 - 5 of 94 essays containing the word RNN.

  1. 1. Using LSTM Neural Networks To Predict Daily Stock Returns

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Jon William Cavallie Mester; [2021]
    Keywords : LSTM; RNN; stock prediction; deep learning;

    Abstract : Long short-term memory (LSTM) neural networks have been proven to be effective for time series prediction, even in some instances where the data is non-stationary. This lead us to examine their predictive ability of stock market returns, as the development of stock prices and returns tend to be a non-stationary time series. READ MORE

  2. 2. Automatic Retail Product Identification System for Cashierless Stores

    University essay from

    Author : Shiting Zhong; [2021]
    Keywords : Text Classification; Retail Product Identification; Word Embedding; Neural Network; Word2Vec; GloVe;

    Abstract : The introduction of artificial intelligence techniques in the retail market is making a revolution in shopping experience. It allows shoppers to walk into a store, grab what they want and simply walk out without scanning barcodes or having to stand in long queues. That is what we call cashierless stores. READ MORE

  3. 3. Predictive Maintenance in Smart Agriculture Using Machine Learning : A Novel Algorithm for Drift Fault Detection in Hydroponic Sensors

    University essay from Mittuniversitetet/Institutionen för informationssystem och –teknologi

    Author : Ayad Shaif; [2021]
    Keywords : Predictive Maintenance; Internet of Things; Machine Learning; RNN; Forecasting; Classification; LSTM; CNN-LSTM; GRU; Sensor Drift Fault;

    Abstract : The success of Internet of Things solutions allowed the establishment of new applications such as smart hydroponic agriculture. One typical problem in such an application is the rapid degradation of the deployed sensors. READ MORE

  4. 4. Machine Learning Based Beam Tracking in mmWave Systems

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

    Author : Yizhan Yang; [2021]
    Keywords : Beam Tracking; Machine Learning; RNN; LSTM; Strålspårning; Maskininlärning; RNN; LSTM;

    Abstract : The demand for high data rates communication and scarcity of spectrum in existing microwave bands has been the key aspect in 5G. To fulfill these demands, the millimeter wave (mmWave) with large bandwidths has been proposed to enhance the efficiency and the stability of the 5G network. READ MORE

  5. 5. Synthesis of sequential data

    University essay from Uppsala universitet/Avdelningen för systemteknik

    Author : Joel Viklund; [2021]
    Keywords : Synthetic data; TCN; Temporal convolutional networks; TimeGAN;

    Abstract : Good generative models for short time series data exist and have been applied for both data augmentation and privacy protection purposes in the past. A common theme for existing generative models is that they all use a recurrent neural network (RNN) architecture, which makes the models limited regarding the length of the sequences. READ MORE