Hands-On Machine Learning with Microsoft Excel 2019: Build complete data analysis flows, from data collection to visualization

It's an amazing book to start learning ML without programming tools, just excel. It's easy to ready and it provides you a complete guide to start from scratch with the subject. It has very good examples and real-life problems to practice

One of the best books on the subject.