“A feeling of pensiveness from eating soft fruit.” Product Data Scientist in fintech.
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ALT Screenshot of RSC Dream VR live performance showing sprite Puck surrounded by fireflies.
ALT Screenshot of RSC Dream VR live performance showing sprite Puck interacting with another sprite.
ALT RSC Dream showing actors in VR hear in front of screen showing live performance. To right, a 3D plan of the stage that updates as the actors move.
ALT The cast of Dream applaud on stage at the end of the performance in front of a large projection of the Dream logo.
ALT Screenshot from linked article on Chinese regulators flexing their muscles against tech companies and showing “who is in charge in China”.
ALT Screenshot from linked article on surprise that Chinese government is now prioritising personal data protection, including instructions on “required personal information” for 38 types of apps.
ALT Screenshot from linked article suggesting China is interested in internet regulation because other countries are too, so this makes them competitive internationally.
ALT Title slide from my talk Building Fairer Models for Finance, at PyData Global 2020.
ALT Slide on how lenders traditionally build credit risk models for lending, from my talk Building Fairer Models for Finance, at PyData Global 2020.
ALT Slide on how lenders validate credit risk models for lending and model governance, from my talk Building Fairer Models for Finance, at PyData Global 2020.
ALT Slide on what machine learning and data science practitioners can learn from the finance industry (use model governance, embrace regulation), from my talk Building Fairer Models for Finance, at PyData Global 2020.
ALT Introductory slide on the purpose of model interpretability from Opening the Black Box presentation at PyData Global 2020. Video to talk linked in tweet.
ALT Slide illustrating SHAP dependence plots for three important model features from Opening the Black Box presentation at PyData Global 2020. Video to talk linked in tweet.
ALT Slide showing list of most important features in the final model, along with the number ranges over which they positively or negatively affect a lending decision, from Opening the Black Box presentation at PyData Global 2020. Video to talk linked in tweet.
ALT Slide introducing Streamlit data visualisation app used to allow interactive exploration of the lending decision made for each consumer, from Opening the Black Box presentation at PyData Global 2020. Video to talk linked in tweet.
ALT Introductory slide quoting Cathy O’Neil, “the privileged are processed by people, the poor are processed by algorithms”, from Tangible Steps Towards Algorithmic Accountability at PyData Global 2020. Talk video linked in tweet.
ALT Slide breaking down accountability into risk identification, decisions, fairness testing and recourse, from Tangible Steps Towards Algorithmic Accountability at PyData Global 2020. Talk video linked in tweet.
ALT Slide on what accessibility looks like (taking responsibility and allowing users to dispute and evaluate models), from Tangible Steps Towards Algorithmic Accountability at PyData Global 2020. Talk video linked in tweet.
ALT Slide on discovering discrimination (data mining, ranking discrimination, fairness metrics), from Tangible Steps Towards Algorithmic Accountability at PyData Global 2020. Talk video linked in tweet.
ALT Slide describing TensorFlow Extended from Responsible ML in Production talk at PyData Global 2020. Talk video linked in tweet.
ALT Slide describing how to use TensorFlow Extended from Responsible ML in Production talk at PyData Global 2020. Talk video linked in tweet.
ALT Slide showing data flow validation from Responsible ML in Production talk at PyData Global 2020. Talk video linked in tweet.
ALT Slide on responsible machine learning with TensorFlow Extended metadata from Responsible ML in Production talk at PyData Global 2020. Talk video linked in tweet.