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Tennessee J Leeuwenburg

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Why should I write software well?PyCon AU 20262026-08-26
Argues that software quality is a time‑based tradeoff with concrete examples: adopting pydantic and dataclasses versus keeping fewer dependencies, prototyping…
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PyEarthTools: Machine learning for Earth system sciencePyCon AU 20252025-09-12
An open source Python framework for building and running machine learning Earth system models, PyEarthTools supplies modular data pipelines (reprojection…
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"Making an open source package - lessons learned"PyCon AU 20242024-11-22
Concrete lessons from building the open source package scores focus on what actually changed outcomes: using pyproject.toml for config, choosing hatch (but…
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Verifying and evaluating scientific results with the open source package "scores"PyCon AU 20242024-11-22
An open source Python package called "scores" claims to verify labeled n‑dimensional data at scale and actually implements over 50 metrics with per‑metric…
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Making Codebases Easier to Learn and MaintainPyConline AU 20202020-09-04
Shows concrete changes: docstrings that state purpose and why not just parameters, repo layout that pull tests out of source and separate interface from…
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How to get everyone to get on board with software security: practical tips and suggestions.PyCon AU 20192019-08-02
Claims concrete wins: someone forces deep test coverage in a legacy app at the cost of a three‑month delay to a massive project and it pays off; small…
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Using Python in a Data HackathonPyCon AU 20172017-08-03
Shows a practical weekend workflow: prebuilt Anaconda/Jupyter shell scripts to avoid setup fights, use SQLite for portable ingestion, and prefer binary…
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Syntax Hijacking: Genius or Evil?PyCon AU 20172017-08-03
Builds a small wizardry library (code on GitHub) that literally rebinds indexing and printing, implements fuzzy lookup using Levenshtein distance scaled into a…
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Data Science Design PatternsPyCon AU 2016 Science and Data Miniconf2016-08-12
Claims that most data‑science projects reduce to a few repeatable patterns and demonstrates concrete ones: adapter pattern for hiding messy…
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Applied Data SciencePyCon Australia 20152015-07-31
Walks through installing Anaconda/Miniconda and running IPython notebooks, trains a Random Forest (100 estimators → ~90% on MNIST), then builds a Keras neural…
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Sprinting For BeginnersPyCon Australia 20152015-07-31
Explains how to start and run a community sprint with concrete steps: find the venue, label your table, add the project to the wiki, and welcome newcomers…
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Verification: Truth in StatisticsPyCon Australia 20142014-08-01
Forecast verification compares forecasts to truth and shows concrete fixes: a consistent half a degree bias explains an easy RMSE improvement, an S1 skill…
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Solving problems by sharing them... with Python!PyCon Australia 20132013-07-05
Argues that sharing runnable artifacts and visual evidence reduces manager-developer disconnect, showing concrete wins: uses ipython notebook to load model…
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Using Python for Natural Language Generation and AnalysisPyCon AU 20102010-06-26
Using Python for Natural Language Generation and Analysis Presented by Tennessee J Leeuwenburg (Australian Government Bureau of Meteorology) Python is used…
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