The Electronic Design Automation (EDA), is a group of software tools for designing electronic systems such as integrated circuit (ASICs), printed circuit boards (PCBs), or reprogrammable hardware as FPGA, etc. This guide aims to consolidate the different stories of conducting proper EDA, data cleaning, and feature selection in ML projects in a comprehensive approach that categories of EDA have further divisions based on the role (outcome or explana-tory) and type (categorical or quantitative) of