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Michelle Frost

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Between the Layers– Interpreting Large Language ModelsNDC London 20262026-01-26
Survey of recent interpretability work argues that mechanistic features replace single-neuron stories: Anthropic’s 2023–2024 papers use sparse autoencoders to…
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Between the Layers– Interpreting Large Language ModelsNDC AI 20252025-11-11
Distinguishes explainability (outside, human accounts) from interpretability (inside, causal wiring) and reports concrete methods: unmixing activations with…
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AI vs Humans: Rewriting the Rules of SuccessNDC London 20252025-01-27
Tracing AI milestones and measurement, the talk argues current success metrics prioritize systems that beat humans (Deep Blue 1997, AlphaGo 2016, ChatGPT 2022)…
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AI vs Humans Rewriting the Rules of SuccessBuild Stuff 20242024-11-13
History-first survey traces myths to modern systems and argues current success metrics fail, proposing multi‑axis evaluation instead of a single intelligence…
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The Elephant in your Dataset Addressing Bias in Machine LearningBuild Stuff 20242024-11-13
Overview of measurable failures and fixes: explains that the Compass recidivism dataset yields similar overall accuracy but Black defendants receive false…
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The Elephant in your Dataset: Addressing Bias in Machine LearningCPH DevFest 20242024-08-26
Walks through the ProPublica COMPAS dataset (~7,214 rows), reproduces the recidivism score with a simple logistic regression (~76% accuracy) and shows Black…
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The Elephant in your Dataset: Addressing Bias in Machine LearningNDC London 20242024-01-29
Defines seven injection points for harmful bias (historical, representation, measurement, aggregation, learning, evaluation, deployment) citing a 2021 paper…
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