You are given a new dataset and need to build a classification model. Walk me through your complete approach from data exploration to final model selection, including how you would handle common challenges.

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Building a classification model requires a systematic approach that addresses data quality, feature engineering, model selection, and evaluation. Here is my complete workflow from raw data to deployed model. The first phase is data exploration and understanding.