In the steel industry, predicting nozzle clogging during continuous casting is vital for maintaining operational efficiency and product quality. Nozzle clogging presents a significant challenge, potentially causing defects in the steel products and halting the production line. To address this issue, historical data on process parameters and past incidents of clogging are analysed to identify patterns and trends.