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Katharine Jarmul

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Hacking AI Systems: How to (Still) Trick Artificial IntelligenceGOTO Copenhagen 20252025-09-29
Survey of adversarial ML shows concrete exploits and defenses: training-set extraction reproduces images (example: Carlini reconstruction of training images…
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Unforgettable, that's what you are: Evaluating Machine Unlearning and ForgettingPyCon DE & PyData 20252025-04-23
Shows that large models memorize both common and novel (outlier) examples and that attackers can use shadow models + discriminators for membership inference…
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Encrypted Computation: What if Decryption Wasn’t Needed?GOTO Copenhagen 20242024-09-30
Live demo encrypts a sentence with Zama on a Hugging Face space, runs an XGBoost inference and returns a decryptable neutral sentiment result, showing…
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DIY Personalization: How, when why to offer self-made AIPyData Paris 20242024-09-25
A demo builds a local RAG in a Jupyter notebook: initial LLM-as-retrieval fails, switching to BM25 + sentence encoder plus reranking and a local LLaMA-style…
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Practical Data PrivacyGOTO Amsterdam 20232023-06-13
A practical claim: pure anonymity is mathematically impossible, so systems must trade information for privacy and choose techniques deliberately. A Netherlands…
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If only I owned my data: Architecting decentralized dataStrange Loop 20222022-09-22
Slides argue a concrete architecture: decouple identity, storage, access and ML so users keep keys and move data; cite working pieces like did standards and…
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Some useful bits: A few solved development problems via CryptoXConf Europe 20222022-07-20
Covers concrete fixes: use private set intersection (Diffie‑Hellman and newer PSI/OPRFs) to join IDs without sharing emails, use secure multi‑party computation…
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Decentralized identity: What’s all the fuss about?XConf Singapore 20222022-07-15
Defines how decentralized identity actually works: a DIDs-backed wallet holds keys and produces verifiable credential and verifiable presentation pairs that…
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Career PanelPyCon DE & PyData Berlin 20222022-04-11
Panel records concrete tradeoffs: PhD pays off only for a topic one loves and funded positions matter; freelancing means being hired as an instant expert on…
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Keynote - Big Data's Ethical DroughtQCon São Paulo 20192019-05-06
Argument: the rush for data produces concrete harms and sloppy choices. Examples: viral WhatsApp images spread false election claims at scale; classic datasets…
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Computers are Stupid: Protecting "AI" from ItselfGOTO Berlin 20182018-10-31
Adversarial examples repeatedly turn real objects into high‑confidence misclassifications (a 3D‑printed turtle gets labeled a rifle at 90% confidence)…
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Privacy: the Last Stand for Fair AlgorithmsStrange Loop 20182018-09-26
Argues that privacy protects fairness by design and shows concrete methods: differential privacy as a formal guarantee, learned fair representations that…
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Opening KeynotePyCon APAC 20182018-05-31
A live demo shows a Python bird-or-not classifier implemented in under 50 lines using a Keras-style library and ImageNet-pretrained weights, illustrating…
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Ethical Machine LearningQCon São Paulo 20182018-05-09
Covers concrete failures and fixes: predictive policing simulations show feedback loops that concentrate stops until under-policed areas vanish, and an…
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Keynote: Ethical Machine Learning: Creating Fair Models in an Unjust WorldPyData Amsterdam 20172017-04-07
Claims that real systems reproduce societal bias with concrete examples and fixes: ProPublica COMPAS finding shows risk scores correlate with race; Google…
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Holy D@t*! How to Deal with Imperfect, Unclean DatasetsPyData London 20162016-05-06
Specific, actionable tactics appear: use pandas backfill/ffill/fill for time series gaps and watch for hidden nulls like repeated nines; detect duplicate…
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