FROM MACHINE LEARNING, TO DEEP LEARNING - icar.org jeremy howard.pdf · Keratosis] where here we...

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FROM MACHINE LEARNING, TO DEEP LEARNING Jeremy Howard fast.ai & USF [email protected] @jeremyphoward

Transcript of FROM MACHINE LEARNING, TO DEEP LEARNING - icar.org jeremy howard.pdf · Keratosis] where here we...

Page 1: FROM MACHINE LEARNING, TO DEEP LEARNING - icar.org jeremy howard.pdf · Keratosis] where here we improve it to 60% ... Resume screening Training recommendation Employee churn Talent

FROM MACHINE LEARNING, TO DEEP LEARNING

Jeremy Howard

fast.ai & USF

[email protected]

@jeremyphoward

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HORIZONTAL

APPLICATIONS

Machine Learning

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MARKETING APPLICATIONS

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RISK APPLICATIONS

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HUMAN RESOURCES APPLICATIONS

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MORE HORIZONTAL APPLICATIONS…

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VERTICAL APPLICATIONS

Machine Learning

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HEALTHCARE APPLICATIONS

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RETAIL APPLICATIONS

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TRAVEL APPLICATIONS

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TELCO OPPORTUNITIES

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MARK I PERCEPTRON AT THE CORNELL AERONAUTICAL

LABORATORY (1957)

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https://www.karlrupp.net/2013/06/cpu-gpu-and-mic-hardware-characteristics-over-time/

GTX 1080ti: $730

E5-2699: $4115

https://www.karlrupp.net/2013/06/cpu-gpu-and-mic-hardware-characteristics-over-time/
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“the team decided to enter the contest at the last minute and designed its software with no specific knowledge about how the molecules bind to their targets… working with a relatively small set of data”

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At low-SNR the best CNN model is outperforming expert feature based systems by 2.5-5dB of SNR...

This is a significant performance improvement, and one that could potentially at least double effective coverage area of a sensing system

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“These experiments indicate that deep features do generalize well to these skin images and outperform competing approaches [4, 5], despite our approach not using (nor requiring) any lesion segmentations….previous work reported 15.6% accuracy

for [Actinic Keratosis] where here we improve it to 60%”

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False Positive

Rate

False Negative

Rate

Panel of 4 Human

Radiologists66.3% 7.0%

Enlitic Algorithm 47.5% 0.0%

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course.fast.ai

http://course.fast.ai/

Setting the Scene - icar.org Orlandini.pdf · Silvia Orlandini. Milk Analyses Certification. ICAR. silvia@icar.org. ID (“Foundation Stone”) Milk Laboratories. Performance Recording.

Setting the Scene - icar.org Orlandini.pdf · Silvia Orlandini. Milk Analyses Certification. ICAR. [email protected]. ID (“Foundation Stone”) Milk Laboratories. Performance Recording.

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