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.

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