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Open the Black Box: an Introduction to Model Interpretability with LIME and SHAP - Kevin Lemagnen
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PyData NYC 2018
What's the use of sophisticated machine learning models if you can't interpret them? This workshop covers two recent model interpretability techniques that are essentials in your data scientist toolbox: LIME and SHAP. You will learn how to apply these techniques in Python on a real-world data science problem.
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PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases. 00:00 Welcome!
00:10 Help us add time stamps or captions to this video! See the description for details.
What's the use of sophisticated machine learning models if you can't interpret them? This workshop covers two recent model interpretability techniques that are essentials in your data scientist toolbox: LIME and SHAP. You will learn how to apply these techniques in Python on a real-world data science problem.
===
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases. 00:00 Welcome!
00:10 Help us add time stamps or captions to this video! See the description for details.
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