Undergraduate course, Department of Math and Computer Science, Earlham College, 2023
This course, advanced DS 401, provides intensive instruction and participation. The meticulously selected latest edition of the course combines a robust set of resources including archives, exercises, interactive activities and engaging lectures, making it a stimulating and engaging learning experience. The course includes a comprehensive review of basic concepts, particularly the central limit theorem, confidence intervals, regression analysis, model building, and several other related topics. In addition, the course seamlessly combines in-depth theoretical understanding with practical skills through comprehensive Jupyter notebook implementations and hands-on applications in a variety of fields.