INTRODUCTION TO PROBABILITY AND STATISTICS
Descriptive statistics. Basic probability theory. Random variables. Probability distributions. Central limit theorem. Random sampling. Point estimation. Interval estimation. Hypotheses testing. Linear regression.
18.05 Introduction to Probability and Statistics, taught by J. Orloff and J. Bloom, 2014, Massachusetts Institute of Technology.
9.07 Statistics for Brain and Cognitive Science, by E. N. Brown, 2016, Massachusetts Institute of Technology.
14.30 Introduction to Statistical Methods in Economics, by K. Menzel, 2009, Massachusetts Institute of Technology.
17.872 Quantitative Research in Political Science and Public Policy, by S. Ansolabehere, 2004, Massachusetts Institute of Technology.
6.012 Introduction to Probability, by J. Tsitsiklis and P. Jaillet, 2018, Massachusetts Institute of Technology.
15.075J Statistical Thinking and Data Analysis, by C. Rudin, 2011, Massachusetts Institute of Technology.
Prelims Probability, by J. Martin, 2019, University of Oxford.
Statistics and Data Analysis, by C. Donnelly, J. Marchini, and D. Sejdinovic, 2020, University of Oxford.
- With Solutions
18.05 Introduction to Probability and Statistics, taught by J. Orloff and J. Bloom, 2014, Massachusetts Institute of Technology.
14.30 Introduction to Statistical Methods in Economics, by K. Menzel, 2009, Massachusetts Institute of Technology.
15.075J Statistical Thinking and Data Analysis, by C. Rudin, 2011, Massachusetts Institute of Technology.
- Without Solutions
9.07 Statistics for Brain and Cognitive Science, by E. N. Brown, 2016, Massachusetts Institute of Technology.
14.30 Introduction to Statistical Methods in Economics, by K. Menzel, 2009, Massachusetts Institute of Technology.
17.872 Quantitative Research in Political Science and Public Policy, by S. Ansolabehere, 2004, Massachusetts Institute of Technology.
Prelims Probability, by J. Martin, 2019, University of Oxford.
Statistics and Data Analysis, by C. Donnelly, J. Marchini, and D. Sejdinovic, 2020, University of Oxford.
AP Statistics, by Khan Academy.
Statistics, by B. Leonard, 2011, Merced College.
AP Statistics, by R. Tarrou, 2011, St. Petersburg Senior High School.
Introductory Statistics, by B. Kinney, 2015, Bethel University.
Statistics, by A. Hill, 2018, Crash Course.
Statistics, by Organic Chemistry Tutor, 2020.
Introductory Statistics, by B. Illowskyand, S. Dean, et al, 2021, De Anza College, OpenStax.
Introductory Business Statistics, by A. Holmes, of University of Oklahoma, B. Illowsky and S. Dean, of De Anza College, et al, 2021, OpenStax.
Introduction to Statistics, by D. M. Lane, et al, 2012, Rice University , University of Houston Clear Lake, and Tufts University.
Think Stats: Exploratory Data Analysis in Python, by A. B. Downey, 2nd ed., 2014, Green Tea Press.
Elementary Statistics, by M. Triola, 13th ed., 2017, Pearson.
Elementary Statistics: A Step By Step Approach, A. Bluman, 10th ed., 2017, McGraw Hill.
Statistics, by D. Freedman, R. Pisani, and R. Purves, 4th ed., 2011, Viva Books.
Introduction to Probability, Statistics, and Random Processes, by H. Pishro-Nik, 2014, Kappa Research LLC.
Statistical Inference, by G. Casella and R. Berger, 2nd ed., 2001, Cengage Learning.
AP Statistics Prep, 2021, by the Staff of the Princeton Review, 2020, Princeton Review.
AP Statistics Premium, by M. Sternstein, 11th ed., 2020, Barrons Educational Series.
Schaum’s Outline of Probability and Statistics, by J. J. Schiller, R. A. Srinivasan, and M. R. Spiegel, 4th ed., 2012, McGraw Hill.