In the world of data analysis and machine learning, making predictions is just the tip of the iceberg. Understanding why a model makes a particular prediction is equally important. In this blog post, we delve deep into the art of machine learning model interpretation, exploring various techniques and tools that empower data analysts to explain predictions and gain valuable insights from their models.