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Transcript of beyond recommendations
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Beyond “Just” Recommendations
Onkar Dalal7-September-2012
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What do I cook for dinner tonight?
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Recommendations!• Trending on social-media
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Recommendations• Trending on social-media
• Top-rated by users
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Recommendations• Trending on social-media
• Top-rated by users
• Personalized Lists
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Recommendations• Trending on social-media
• Top-rated by users
• Personalized Lists
LISTS!
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Recommendations• Trending on social-media
• Top-rated by users
• Personalized Lists
LISTS! 1-dimensional
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Recommendations• Trending on social-media
• Top-rated by users
• Personalized Lists
LISTS! 1-dimensional
Moods or Time constraints??
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Recommendations• Trending on social-media
• Top-rated by users
• Personalized Lists
LISTS! 1-dimenional
Moods or Time constraints??
Can we do better?
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Beyond “Just”
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Explore
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Diverse?
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Diverse-ER
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Diverse-EST
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Backend?
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Backend?
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Backend?
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Beyond “Just” Recommendations
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Beyond “Just” Recommendations
• More control to the User
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Beyond “Just” Recommendations
• More control to the user
• Increase user engagement
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Beyond “Just” Recommendations
• More control to the user• Increase user engagement
• Better User-Experience
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About Project
• Punchfork Inc., Palo Alto
• Tools Used: PythonMongoDB Gephi/NetworkX Flask HTML (Twitter Bootstrap)
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Onkar [email protected]
• Ph.D. Computational Math, Stanford University Optimization Algorithms, Sparse Graphical Models
• M.S. Statistics, Stanford University
Excited to use large data-sets to answer interesting questions