Stanford Data Mining презентация

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“[Help] people find and discover anything they want to buy online” - Jeff Bezos

“[Help] people find and discover anything they want to buy online”
-

Jeff Bezos
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Help people find and discover anything online

Help people find and discover anything online

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“Encourage experimentation ... as much of it as possible” - Jeff Bezos

“Encourage experimentation ... as much of it as possible”
- Jeff

Bezos
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What is the goal? Revenue Traffic Visitors Retention Customer acquisition Time on site Clicks

What is the goal?

Revenue

Traffic

Visitors

Retention

Customer acquisition

Time on site

Clicks

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Measure Learn Optimize Iterate

Measure
Learn
Optimize
Iterate

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“Worry about the data first before you worry about the algorithm” - Peter Norvig

“Worry about the data first before you worry about the algorithm”
-

Peter Norvig
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[Banko and Brill, 2001]

[Banko and Brill, 2001]

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On the design of recommendation features

On the design of recommendation features

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Design to encourage forgiveness of mistakes

Design to encourage forgiveness of mistakes

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Help when help is wanted

Help when help is wanted

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“Discovery is when something wonderful that you didn't know existed,

“Discovery is when something wonderful that you didn't know existed, or

didn't know how to ask for, finds you.”
- Fortune Magazine
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Discovery of the new and surprising using the recent

Discovery of the new and surprising using the recent

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“Users really respond to speed.” - Marissa Mayer

“Users really respond to speed.”
- Marissa Mayer

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+500 ms -20% traffic @ Google +100 ms -1% sales @ Amazon

+500 ms -20% traffic
@ Google
+100 ms -1% sales
@ Amazon

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Speed matters!

Speed matters!

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