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How to increase The accuracy of my multiclass classification model

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I am working on a driver score prediction problem. My dataset includes features such as RPM, angle, speed, and throttle. However, the challenge is that I don’t have ground truth labels. To address this, I conducted a thorough analysis and consulted with professionals in the industry. Based on these insights, I created an equation where the driver score is calculated as the weighted sum of features (weight * feature).