Essays about: "machine learning"

Showing result 1 - 5 of 1466 essays containing the words machine learning.

  1. 1. Machine Learning Technique for Beam Management in 5G NR RAN at mmWave Frequencies

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Joel Bill; Gustav Fahlén; [2020]
    Keywords : Machine Learning; Reinforcement Learning; Beam Management; Beam Tracking; mmWaves; Technology and Engineering;

    Abstract : Ericsson has an interest in investigating if the fast-growing concept known as machine learning can be applied to beam management, in a 5G NR environment using mmWave frequencies. Because of the high path-loss at mmWave frequencies and high throughput demands of 5G NR systems it is crucial to the UE to always stay connected to the most suitable beam, to provide highest possible throughput. READ MORE

  2. 2. Machine Learning Based Prediction and Classification for Uplift Modeling

    University essay from KTH/Matematisk statistik; KTH/Matematisk statistik

    Author : Lovisa Börthas; Jessica Krange Sjölander; [2020]
    Keywords : Uplift Modeling; Data Pre-Processing; Predictive Modeling; Incremental Modeling; Random Forests; Logistic Regression; Neural Networks; Ensemble Methods; Machine Learning; Multi-Layer Perceptron; Inkrementell responsanalys; databehandling; prediktiv modellering; random forests; logistisk regression; neurala nätverk; mulit-layer perceptron; ensemble metoder; maskininlärning;

    Abstract : The desire to model the true gain from targeting an individual in marketing purposes has lead to the common use of uplift modeling. Uplift modeling requires the existence of a treatment group as well as a control group and the objective hence becomes estimating the difference between the success probabilities in the two groups. READ MORE

  3. 3. Timing Predictions in Vasaloppet using Supervised Machine Learning

    University essay from Uppsala universitet/Avdelningen för systemteknik

    Author : Karl Ekström; [2020]
    Keywords : Machine Learning; Timing prediction; Vasaloppet;

    Abstract : Timings at future controls in Vasaloppet were predicted using timings at past and current controls. Predictions were made using linear regression, deep neural networks and support vector machine regression. Timings up to the current control and age were used as input data; predicted timing at a future control was used as output data. READ MORE

  4. 4. Deep Autoencoders for Compression in High Energy Physics

    University essay from Lunds universitet/Partikelfysik; Lunds universitet/Fysiska institutionen

    Author : Eric Wulff; [2020]
    Keywords : ATLAS; hadron jet; machine learning; autoencoder; dimensionality reduction; artificial intelligence; high energy physics; data compression; Physics and Astronomy;

    Abstract : Current technological limitations make it impossible to store the enormous amount of data produced from proton-proton collisions by the ATLAS detector at CERN's Large Hadron Collider. Therefore, specialised hardware and software is being used to decide what data, or which proton-proton \textit{collision events}, to save and which to discard. READ MORE

  5. 5. Hardware acceleration of convolutional neural networks on FPGA

    University essay from

    Author : Adam Myrén; [2020]
    Keywords : Hardware acceleration; Convolutional neural network; Machine learning; FPGA;

    Abstract : With the evolution of machine learning algorithms they are seeing a wider use in traditional signal processing applications. One of these areas is in radios for improved signal identification algorithms. READ MORE