Machine Learning

Endemic fish species are key components in seafood culinary excursions. Despite the increasing interest in leveraging technology to enhance various seafood culinary activities, there is a shortage of comprehensive datasets containing images of seafood used in artificial intelligence research, mainly those showcasing endemic fish. This research endeavors to bridge this gap by increasing the accuracy of fish recognition and introducing a new dataset comprising images of native fish for application in various machine-learning investigations.

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This dataset consists of MRI images of brain tumors, specifically curated for tasks such as brain tumor classification and detection. The dataset includes a variety of tumor types, including gliomas, meningiomas, and glioblastomas, enabling multi-class classification. Each MRI scan is labeled with the corresponding tumor type, providing a comprehensive resource for developing and evaluating machine learning models for medical image analysis. The data can be used to train deep learning algorithms for brain tumor detection, aiding in early diagnosis and treatment planning.

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3285 Views

Liver cancer treatment, especially for metastatic cases, poses significant challenges in accurately targeting tumours while sparing healthy tissue. Radioembolisation with yttrium-90 (Y-90) microspheres is a promising technique, but precise imaging of microsphere distribution is crucial. This study utilises T-PEPT, a novel Positron Emission Particle Tracking (PEPT) algorithm that combines topological data analysis with machine learning to identify Y-90 microsphere clusters in a digital twin of a patient's liver.

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140 Views

This dataset webpage contains datasets of exisiting and proposed models:

  • 12cell.zip
  • 16cell.zip
  • 36cell.zip
  • Proposed_

Presented in my 3rd last Speaker Presentation in Conference -  2025*.   

 Model of Fault And Short-Circuit Analysis of Lithium Battery Bank

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532 Views

This dataset webpage contains datasets of existing and proposed models 

  • 4cell.zip
  • 6cell.zip
  • 8cell.zip

Presented in my 3rd Speaker Presentation in Conference -  2025*.

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298 Views

This dataset webpage contains datasets of exisiting and proposed models:

  • tubular.zip
  • tubular2.zip
  • tubular3.zip

 B Model of Fault And Short-Circuit Analysis of Synchronous Generator 

 presented in my 3rd Probably last Speaker Presentation in Conference -  2025*.  

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411 Views

This dataset webpage contains datasets of exisiting and proposed models:

  1. centrifugalpump1.zip
  2. centrifugalpump2.zip
  3. centrifugalpump3.zip

   B Model of Fault And Short-Circuit Analysis of Centrifugal Pump

presented in my  last Speaker Presentation in Conference -  2025*.

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397 Views

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