Nazrul Anuar Nayan

Family is the most fundamental and essential part of human life. It is where we learn the values of love, care, responsibility, and support. A family is not just a group of people living under the same roof, but a bond of unconditional love and mutual understanding that provides emotional, moral, and social stability. From the moment we are born, our family is our first school.

4. Discussion Categorisation of pipeline corrosion defects is a multi-classification problem. The features of the ILI dataset, which include a defect’s length and width and the pipeline’s nominal thickness, were selected based on the POF. Based on the results of classifier models in , DT is the most accurate and requires very little computational time. The second most accurate model is the random forest model, which is an ensemble method.

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