Tony gave a talk titled "Design in a world where Machines are Learning" at Interaction17 in Feb 2017. Published here are the slides. Write ups to come.
![](/static/pages/interaction17/slides/design-in-a-world-where-machines-are-learning.jpg)
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![](/static/pages/interaction17/slides/tesla-self-driving-overlay.jpg)
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![](/static/pages/interaction17/slides/google-photo-mishap.jpg)
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![](/static/pages/interaction17/slides/not-magic-just-software.jpg)
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![](/static/pages/interaction17/slides/machine-learning-opens-new-adjacent-possibles.jpg)
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![](/static/pages/interaction17/slides/squeeze-photoshop.jpg)
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![](/static/pages/interaction17/slides/what-if-your-toolbar-knows.jpg)
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![](/static/pages/interaction17/slides/sequences-have-patterns.jpg)
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![](/static/pages/interaction17/slides/we-can-analysis-those-sequences.jpg)
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![](/static/pages/interaction17/slides/sequences-into-model.jpg)
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![](/static/pages/interaction17/slides/predictive-menu.jpg)
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![](/static/pages/interaction17/slides/machine-learning-is-a-new-ingredient.jpg)
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![](/static/pages/interaction17/slides/what-is-machine-learning.jpg)
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![](/static/pages/interaction17/slides/patterns-from-data.jpg)
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![](/static/pages/interaction17/slides/models-from-patterns.jpg)
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![](/static/pages/interaction17/slides/predictions-from-models.jpg)
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![](/static/pages/interaction17/slides/r2d3.jpg)
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![](/static/pages/interaction17/slides/experience-from-predictions.jpg)
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![](/static/pages/interaction17/slides/start-with-friction.jpg)
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![](/static/pages/interaction17/slides/components-of-friction.jpg)
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![](/static/pages/interaction17/slides/opportunity-is-where-friction-meets-data.jpg)
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![](/static/pages/interaction17/slides/narrow-view-of-data.jpg)
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![](/static/pages/interaction17/slides/broad-view-of-data.jpg)
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![](/static/pages/interaction17/slides/opportunity-is-where-friction-meets-data.jpg)
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![](/static/pages/interaction17/slides/pattern-1-repeated-context-dependent-decisions.jpg)
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![](/static/pages/interaction17/slides/destination-selection.jpg)
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![](/static/pages/interaction17/slides/destination-prediction.jpg)
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![](/static/pages/interaction17/slides/data-in-schedule.jpg)
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![](/static/pages/interaction17/slides/labeled-schedule.jpg)
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![](/static/pages/interaction17/slides/data-in-geolocations.jpg)
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![](/static/pages/interaction17/slides/inferring-destination.jpg)
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![](/static/pages/interaction17/slides/destination-prediction-breakdown.jpg)
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![](/static/pages/interaction17/slides/pattern-2-inferring-intent.jpg)
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![](/static/pages/interaction17/slides/google-calendar.jpg)
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![](/static/pages/interaction17/slides/event-description.jpg)
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![](/static/pages/interaction17/slides/annotated-event-description.jpg)
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![](/static/pages/interaction17/slides/siri.jpg)
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![](/static/pages/interaction17/slides/inferring-intent-breakdown.jpg)
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![](/static/pages/interaction17/slides/examples-of-intent-inference.jpg)
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![](/static/pages/interaction17/slides/pattern-3-filter-signal-from-noise.jpg)
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![](/static/pages/interaction17/slides/folder-full-of-photos.jpg)
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![](/static/pages/interaction17/slides/apple-photos-organization.jpg)
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![](/static/pages/interaction17/slides/apple-photos-object-recognition.jpg)
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![](/static/pages/interaction17/slides/relonch.jpg)
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![](/static/pages/interaction17/slides/photos-group-select-enhance.jpg)
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![](/static/pages/interaction17/slides/filter-signal-from-noise-breakdown.jpg)
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![](/static/pages/interaction17/slides/ml-usage-patterns-summary.jpg)
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![](/static/pages/interaction17/slides/ai-via-api.jpg)
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![](/static/pages/interaction17/slides/ml-does-not-need-to-be-perfect.jpg)
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![](/static/pages/interaction17/slides/new-corner-cases.jpg)
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![](/static/pages/interaction17/slides/sift-science-fraud-detection.jpg)
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![](/static/pages/interaction17/slides/sift-produced-a-fraud-score.jpg)
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![](/static/pages/interaction17/slides/score-is-not-perfect.jpg)
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![](/static/pages/interaction17/slides/naive-split-creates-problems.jpg)
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![](/static/pages/interaction17/slides/confusion-matrix.jpg)
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![](/static/pages/interaction17/slides/confusion-matrix-expanded.jpg)
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![](/static/pages/interaction17/slides/give-good-customers-a-boost.jpg)
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![](/static/pages/interaction17/slides/some-fraudsters-sneak-by.jpg)
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![](/static/pages/interaction17/slides/how-to-deal-with-potential-fraud.jpg)
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![](/static/pages/interaction17/slides/line-up-hurdles.jpg)
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![](/static/pages/interaction17/slides/friction-adds-up-for-fraudsters.jpg)
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![](/static/pages/interaction17/slides/confusion-matrix.jpg)
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![](/static/pages/interaction17/slides/minimize-ml-errors.jpg)
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![](/static/pages/interaction17/slides/three-components-of-training-data.jpg)
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![](/static/pages/interaction17/slides/three-questions-to-ask-your-data.jpg)
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![](/static/pages/interaction17/slides/are-they-representative.jpg)
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![](/static/pages/interaction17/slides/plane-riddled-with-bullets.jpg)
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![](/static/pages/interaction17/slides/survivor-bias-full-data.jpg)
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![](/static/pages/interaction17/slides/survivor-bias.jpg)
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![](/static/pages/interaction17/slides/do-they-have-predictive-power.jpg)
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![](/static/pages/interaction17/slides/humidifier-tweet.jpg)
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![](/static/pages/interaction17/slides/humidifiers-seem-logical.jpg)
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![](/static/pages/interaction17/slides/anything-but-humidifiers.jpg)
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![](/static/pages/interaction17/slides/are-they-accurate.jpg)
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![](/static/pages/interaction17/slides/google-shopping-red-dress-normal.jpg)
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![](/static/pages/interaction17/slides/terrible-first-result.jpg)
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![](/static/pages/interaction17/slides/normal-feedback-loop.jpg)
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![](/static/pages/interaction17/slides/even-if-it-started-low.jpg)
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![](/static/pages/interaction17/slides/feedback-loop-rewards-ridiculousness.jpg)
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![](/static/pages/interaction17/slides/why-is-that-the-first-result.jpg)
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![](/static/pages/interaction17/slides/take-aways.jpg)
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![](/static/pages/interaction17/slides/machine-learning-is-a-new-ingredient.jpg)
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![](/static/pages/interaction17/slides/opportunity-is-where-friction-meets-data.jpg)
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![](/static/pages/interaction17/slides/ml-usage-patterns-summary.jpg)
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![](/static/pages/interaction17/slides/confusion-matrix.jpg)
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![](/static/pages/interaction17/slides/three-components-of-training-data.jpg)
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![](/static/pages/interaction17/slides/ethics-in-the-ai-age.png)
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![](/static/pages/interaction17/slides/thank-you.jpg)
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