Creating a high-quality model with SageMaker Autopilot

Have you ever wanted to build an ML model without the hassle of data preprocessing, feature engineering, exploring algorithms, and optimizing the hyperparameters? Have you ever thought about how, for some use cases, you just wanted something quick to see if ML is even a possible approach for a certain business use case? Amazon SageMaker Autopilot makes it easy for you to build an ML model for tabular datasets without any code.

Wine quality prediction

To demonstrate SageMaker Autopilot, let's use a wine quality prediction use case. The wine industry has been searching for a technology that can help winemakers and the market to assess the quality of wine faster and with a better standard. Wine quality assessment and certification is a key part of the wine market in terms of production and sales and prevents the illegal adulteration of wines. Wine assessment is performed by expert oenologists based on physicochemical and...