Machine Learning Research

Volume 7, Issue 1, June 2022

  • Automated Machine Learning Models and State-Of-The-Art Effort in Mitigating Combined Algorithm Selection and Hyperparameter Optimization Problems: A Review

    Nwokonkwo Obi Chukwuemeka, John-Otumu Adetokunbo MacGregor, Nnadi Leonard Chukwualuka, Ogene Ferguson

    Issue: Volume 7, Issue 1, June 2022
    Pages: 1-7
    Received: Dec. 20, 2021
    Accepted: Jan. 08, 2022
    Published: Jan. 14, 2022
    DOI: 10.11648/j.mlr.20220701.11
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    Abstract: Automated machine learning (AutoML) models is one of several machine learning algorithms that can be used to automate the solution of real-world problems. It automates the selection, composition, and parameterization processes of the machine learning models in particular. Machine learning could be more user-friendly when it is automated, and it oft... Show More
  • Enhanced Machine Learning Algorithm for Translation of English to Igbo Language

    Orji Ifeoma Maryann, Sylvanus Okwudili Anigbogu, Ekwealor Oluchukwu Uzoamaka, Chidi Ukamaka Betrand

    Issue: Volume 7, Issue 1, June 2022
    Pages: 8-14
    Received: Mar. 31, 2022
    Accepted: Apr. 20, 2022
    Published: May 12, 2022
    DOI: 10.11648/j.mlr.20220701.12
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    Abstract: The research has designed a system that has done a morphological analysis of noun phrase and compound verb. Also, the system designed will translate a whole sentence indicating which words are noun and verb in it. Clustering was an unsupervised technique which was used to translate from English to Igbo language. In order to obtain our desired motiv... Show More