For a solid grasp of statistics, starting with "Naked Statistics: Stripping the Dread from the Data" by Charles Wheelan is recommended for its easy-to-understand examples. Follow up with Alan Downey's "Think Stats" and "Think Bayes" for practical Python applications. For a non-mathematical approach, consider "Intuitive Biostatistics: A Nonmathematical Guide to Statistical Thinking."