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ML-310 Statistics Primer

ML-310 Statistics Primer

The course provides an introduction to the most relevant topics in statistics as it relates to machine learning. This course covers, at varying levels of detail, several Advanced Placement (AP) Statistics testable topics. Reference: https://apcentral.collegeboard.org/pdf/ap-statistics-course-and-exam-description.pdf Topics covered either in full or partially as referenced by "Unit #" in the college board exam description at the link above: Collegeboard Unit: Topic Unit 1: Exploring One-Variable Data Unit 2: Exploring Two-Variable Data. Note this topic is covered in more detail (e.g. regression) in ML-320 Unit 4: Probability Distributions Unit 5: Sampling Distributions Unit 6: Inference for Categorical Data: Proportions Unit 7: Inference for Quantitative Data: Means Unit 8: Inference for Categorical Data: Chi-Square