Statistics

concepts · 14 notes linked

Related: Data Science · Probability Theory · Christian Robert · Ranking · Crug · R Programming · Khan Academy · 3blue1brown

Notes

• A modern introduction to probability and statistics [book review] — Critical review of Upton classical probability statistics textbook
• Convolution of probability distributions - Wikipedia — Summing independent random variables via distribution convolution
• Free Mathematics Books — Large curated directory of freely available mathematics textbooks and lecture notes
• Open Source Data Science Masters — Free self-guided open-source curriculum for entry-level data science roles
• Resources for learning probability and statistics — Curated beginner-friendly resources for probability and statistics
• Simpson's Paradox and its Implications in Data Science - KDnuggets — Aggregate trends reversing upon disaggregation mislead data-driven decisions
• Statistics for Hackers — Replacing classical statistics jargon with computational simulation approaches
• The Chicago R User Group (CRUG) | Meetup — Chicago R user group meetup community for data scientists
• The Mathematical Hacker — Essay arguing programmers should master applied mathematics for real-world impact
• The Most Comprehensive Review of Comic Books Teaching Statistics — Comparative review of four comic-format statistics introduction books
• The Statistics That Come Out of Nowhere — How fabricated "decorative statistics" launder into authoritative fact
• What Is Causal Inference? — Causal inference methods from RCTs to Pearl's causal graphs explained
• Who's #1? — Critical book review of rating and ranking methods in sports
• [99] Hyping Fisher: The Most Cited 2019 QJE Paper Relied on an Outdated Stata Default to Conclude Regression p-values Are Inadequate — Data Colada showing QJE randomization-test conclusion collapses when using HC3 robust standard errors