~/talks

Allen Downey

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titleconferencedate
The SAT math gap- gender difference or selection biasPyData Boston 20252025-12-08
A Bayesian model uses PreliZ for priors, PyMC for inference and ArviZ for validation to estimate latent efficacy, a logistic selection curve, and a Gaussian…
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Time Series Analysis with StatsModelsPyData Global 20242024-12-03
Shows how to build time‑series models from first principles with pandas then switch to StatsModels: compute a 12‑month moving average, extract a repeated…
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A future of data scienceposit::conf(2024)2024-08-12
Argues that computation — not theory — made modern data science, demonstrating bootstrap resampling on BRFSS heights in nine lines of code to show men are…
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Extremes, outliers, and GOATS: on life in a lognormal worldPyData Global 20232023-12-06
Claim: lifetime achievement often follows a lognormal rather than a Gaussian, so the top performer can be far ahead (Wayne Gretzky ~2900 vs ~1900 points). Two…
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Bayesian Decision Analysis [Tutorial]PyData Global 20222022-12-01
Hands-on walkthrough of Bayesian decision analysis with runnable Jupyter notebooks (Colab), using NumPy, SciPy and Pandas to represent PMFs and implement…
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Chasing the Overton WindowPyData NYC 20222022-11-09
General Social Survey data (≈70,000 interviews) map beliefs to a 15-question conservatism scale using item response theory and Bayesian imputation; analysis…
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The Inspection Paradox is EverywherePyData New York City 20192019-11-04
Explains the inspection paradox with concrete data and code: a live Colab notebook and one-question survey, class-size data from Purdue, MBTA train intervals…
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Panel: Jupyter in EducationO’Reilly Jupyter Pop-up Boston 20182018-03-21
Faculty report using Jupyter every day for four years and running a 14‑week data engineering sequence by provisioning Docker images and DigitalOcean droplets…
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