Semiconductor Manufacture

This project is part of The Data Pub's mentorship program. Was contributed by José Antonio Enriquez, and the data comes from the UCI repository.

The Project

TODO: Describir la intención del proyecto, y particularmente el objetivo final, la predicción final de valor.

The Data

TODO: Describir los datos

Phases

Descriptive Analysis

Describe the data as it is, without any assumption, flie by file, and field by field.

• Characterize numerical columns with histograms and density plots.
• Characterize categorical columns with contingency tables.

Exploratory Analysis

Try out correlations, covariances and hypothesis testing in order to search for a suitable research question or hypothesis. Also evaluate sufficiency and relevance of data for the intended research question or hypothesis.

Inferential Analysis

Try out linear models or other techniques to see if the research question or hypothesis is worth pusruing.

Predictive Analysis

Modeling, model selection, model evaluation, and work towards production.