Essays about: "training evolution"

Showing result 11 - 15 of 31 essays containing the words training evolution.

  1. 11. Simulating Artificial Recombination for a Deep Convolutional Autoencoder

    University essay from Uppsala universitet/Människans evolution

    Author : Fredrik Levin; [2021]
    Keywords : Machine Learning; Recombination; Data Augmentation;

    Abstract : Population structure is an important field of study due to its importance in finding underlying genetics of various diseases.This is why this thesis has looked at a newly presented deep convolutional autoencoder that has been showing promising results when compared to the state-of-the-art method for quantifying genetic similarities within population structure. READ MORE

  3. 12. A scalable species-based genetic algorithm for reinforcement learning

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

    Author : Anirudh Seth; [2021]
    Keywords : neuroevolution; model encoding; distributed speciation; reinforcement learning; genetic algorithms; evolutionary computing; neuroevolution; model encoding; förstärkningsinlärning; genetiska algoritmer; evolutionär databehandling;

    Abstract : Existing methods in Reinforcement Learning (RL) that rely on gradient estimates suffer from the slow rate of convergence, poor sample efficiency, and computationally expensive training, especially when dealing with complex real-world problems with a sizable dimensionality of the state and action space. In this work, we attempt to leverage the benefits of evolutionary computation as a competitive, scalable, and gradient-free alternative to training deep neural networks for RL-specific problems. READ MORE

  4. 13. AI utilization in route planning for delivery trucks within the supply chain

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

    Author : André Reis; Sebastian Nordqvist; [2021]
    Keywords : Route optimization; Route planning; NEAT; Genetic algorithm; Key factors; Load planning; Machine learning.; Technology and Engineering;

    Abstract : The supply chain has potential for growth. Many different parts can be optimized, and every possible improvement has not yet been tested. READ MORE

  5. 14. Analysis of stellar spectra with machine learning

    University essay from Lunds universitet/Astronomi - Genomgår omorganisation; Lunds universitet/Institutionen för astronomi och teoretisk fysik - Genomgår omorganisation

    Author : Alvaro Segovia Otero; [2020]
    Keywords : Galactic Archaeology; machine learning; chemical abundances; FGK stars; Physics and Astronomy;

    Abstract : Researchers in the field of Galactic Archaeology have entered the era of industrial revolution. Upcoming surveys are planning on observing tens of millions of stars and high precision and accuracy must be ensured when deriving their stellar parameters and elemental abundances. READ MORE

  6. 15. Understanding the Changing Dynamics of Rural Development in Dolakha, Nepal

    University essay from Uppsala universitet/Institutionen för geovetenskaper

    Author : Benjamin Pablo Jungblut; [2020]
    Keywords : Sustainable Development; Rural Development; Strategic Action Fields; Rural Advisory Services; Nepal; International Development Aid;

    Abstract : There is ample debate around the conceptualizations of rural development as well as its implementation and impacts. Contemporary understandings underline the importance of social movements in social change, which has become a fundamental part of development. READ MORE