Submit Search
Upload
Visual discovery at Pinterest
•
0 likes
•
233 views
B
Bill Liu
Follow
Presented at AI NEXTCon SF 4/10-13, 2018 http://aisv18.xnextcon.com
Read less
Read more
Technology
Report
Share
Report
Share
1 of 15
Recommended
Design Thinking & Innovation
Design Thinking & Innovation
Envisioning Labs
Design Sprints side-by-side service design sprints vs google venture sprints
Design Sprints side-by-side service design sprints vs google venture sprints
Adilson Chicória
Face Research 3.0 WOMUK 251109
Face Research 3.0 WOMUK 251109
WOMMA UK
Understanding Information Architecture: A Workshop
Understanding Information Architecture: A Workshop
Abby Covert
Fallon Brainfood vs Mashable Summit
Fallon Brainfood vs Mashable Summit
Aki Spicer
What Product Well Designed is?
What Product Well Designed is?
Micka Touillaud
Fallon Brainfood x MNAMA: Being Digital
Fallon Brainfood x MNAMA: Being Digital
Aki Spicer
Research 3.0
Research 3.0
Pulsar Platform
Recommended
Design Thinking & Innovation
Design Thinking & Innovation
Envisioning Labs
Design Sprints side-by-side service design sprints vs google venture sprints
Design Sprints side-by-side service design sprints vs google venture sprints
Adilson Chicória
Face Research 3.0 WOMUK 251109
Face Research 3.0 WOMUK 251109
WOMMA UK
Understanding Information Architecture: A Workshop
Understanding Information Architecture: A Workshop
Abby Covert
Fallon Brainfood vs Mashable Summit
Fallon Brainfood vs Mashable Summit
Aki Spicer
What Product Well Designed is?
What Product Well Designed is?
Micka Touillaud
Fallon Brainfood x MNAMA: Being Digital
Fallon Brainfood x MNAMA: Being Digital
Aki Spicer
Research 3.0
Research 3.0
Pulsar Platform
Design Thinking
Design Thinking
Ashwani Dhingra
Design Thinking infographic - #EnjoyDigitAll
Design Thinking infographic - #EnjoyDigitAll
EnjoyDigitAll by BNP Paribas
Trager gaining insights workshop_csw_10-9-12
Trager gaining insights workshop_csw_10-9-12
Lisa Trager
Marketing ideas
Marketing ideas
Saad Alam
Twitter for Business webinar
Twitter for Business webinar
Laura "@pistachio" Fitton
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
lifestooshorter
Designing For Stigma: A Framework
Designing For Stigma: A Framework
Dan Miller
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
Jasmeet Sethi
Webinar: How to turn your employees into innovative & collaborative intrapren...
Webinar: How to turn your employees into innovative & collaborative intrapren...
CogniStreamer
8 Information Architecture Better Practices
8 Information Architecture Better Practices
Louis Rosenfeld
Design Thinking as new strategic tool
Design Thinking as new strategic tool
Paula Buit
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
iMedia Connection
Challenges in building ai
Challenges in building ai
Sarthak Dasgupta
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
Maryam Farooq
The innovator's guide to co creation nc
The innovator's guide to co creation nc
Nick Coates
Think Like A Growth Hacker
Think Like A Growth Hacker
Tim Homuth
#AIIM16 wrap up -- what did it all mean?
#AIIM16 wrap up -- what did it all mean?
John Mancini
Recommendation engines : Matching items to users
Recommendation engines : Matching items to users
jobinwilson
Recommendation engines matching items to users
Recommendation engines matching items to users
Flytxt
Rapid Product Design in the Wild, Agile 2013
Rapid Product Design in the Wild, Agile 2013
Michele Ide-Smith
Walk Through a Real World ML Production Project
Walk Through a Real World ML Production Project
Bill Liu
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Bill Liu
More Related Content
Similar to Visual discovery at Pinterest
Design Thinking
Design Thinking
Ashwani Dhingra
Design Thinking infographic - #EnjoyDigitAll
Design Thinking infographic - #EnjoyDigitAll
EnjoyDigitAll by BNP Paribas
Trager gaining insights workshop_csw_10-9-12
Trager gaining insights workshop_csw_10-9-12
Lisa Trager
Marketing ideas
Marketing ideas
Saad Alam
Twitter for Business webinar
Twitter for Business webinar
Laura "@pistachio" Fitton
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
lifestooshorter
Designing For Stigma: A Framework
Designing For Stigma: A Framework
Dan Miller
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
Jasmeet Sethi
Webinar: How to turn your employees into innovative & collaborative intrapren...
Webinar: How to turn your employees into innovative & collaborative intrapren...
CogniStreamer
8 Information Architecture Better Practices
8 Information Architecture Better Practices
Louis Rosenfeld
Design Thinking as new strategic tool
Design Thinking as new strategic tool
Paula Buit
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
iMedia Connection
Challenges in building ai
Challenges in building ai
Sarthak Dasgupta
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
Maryam Farooq
The innovator's guide to co creation nc
The innovator's guide to co creation nc
Nick Coates
Think Like A Growth Hacker
Think Like A Growth Hacker
Tim Homuth
#AIIM16 wrap up -- what did it all mean?
#AIIM16 wrap up -- what did it all mean?
John Mancini
Recommendation engines : Matching items to users
Recommendation engines : Matching items to users
jobinwilson
Recommendation engines matching items to users
Recommendation engines matching items to users
Flytxt
Rapid Product Design in the Wild, Agile 2013
Rapid Product Design in the Wild, Agile 2013
Michele Ide-Smith
Similar to Visual discovery at Pinterest
(20)
Design Thinking
Design Thinking
Design Thinking infographic - #EnjoyDigitAll
Design Thinking infographic - #EnjoyDigitAll
Trager gaining insights workshop_csw_10-9-12
Trager gaining insights workshop_csw_10-9-12
Marketing ideas
Marketing ideas
Twitter for Business webinar
Twitter for Business webinar
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
Plan, Adapt, Emerge: Unthinkable keynote to the Arts Marketing Association
Designing For Stigma: A Framework
Designing For Stigma: A Framework
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
TinkerDesign for lean ecosystem - Tinkerform Innovation Labs
Webinar: How to turn your employees into innovative & collaborative intrapren...
Webinar: How to turn your employees into innovative & collaborative intrapren...
8 Information Architecture Better Practices
8 Information Architecture Better Practices
Design Thinking as new strategic tool
Design Thinking as new strategic tool
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
Keynote: Brands, Content and the Moment of Truth: The Agile Approach to Unloc...
Challenges in building ai
Challenges in building ai
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
NLP Community Conference - Dr. Catherine Havasi (ConceptNet/MIT Media Lab/Lum...
The innovator's guide to co creation nc
The innovator's guide to co creation nc
Think Like A Growth Hacker
Think Like A Growth Hacker
#AIIM16 wrap up -- what did it all mean?
#AIIM16 wrap up -- what did it all mean?
Recommendation engines : Matching items to users
Recommendation engines : Matching items to users
Recommendation engines matching items to users
Recommendation engines matching items to users
Rapid Product Design in the Wild, Agile 2013
Rapid Product Design in the Wild, Agile 2013
More from Bill Liu
Walk Through a Real World ML Production Project
Walk Through a Real World ML Production Project
Bill Liu
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Bill Liu
Productizing Machine Learning at the Edge
Productizing Machine Learning at the Edge
Bill Liu
Transformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to Hero
Bill Liu
Deep AutoViML For Tensorflow Models and MLOps Workflows
Deep AutoViML For Tensorflow Models and MLOps Workflows
Bill Liu
Metaflow: The ML Infrastructure at Netflix
Metaflow: The ML Infrastructure at Netflix
Bill Liu
Practical Crowdsourcing for ML at Scale
Practical Crowdsourcing for ML at Scale
Bill Liu
Building large scale transactional data lake using apache hudi
Building large scale transactional data lake using apache hudi
Bill Liu
Deep Reinforcement Learning and Its Applications
Deep Reinforcement Learning and Its Applications
Bill Liu
Big Data and AI in Fighting Against COVID-19
Big Data and AI in Fighting Against COVID-19
Bill Liu
Highly-scalable Reinforcement Learning RLlib for Real-world Applications
Highly-scalable Reinforcement Learning RLlib for Real-world Applications
Bill Liu
Build computer vision models to perform object detection and classification w...
Build computer vision models to perform object detection and classification w...
Bill Liu
Causal Inference in Data Science and Machine Learning
Causal Inference in Data Science and Machine Learning
Bill Liu
Weekly #106: Deep Learning on Mobile
Weekly #106: Deep Learning on Mobile
Bill Liu
Weekly #105: AutoViz and Auto_ViML Visualization and Machine Learning
Weekly #105: AutoViz and Auto_ViML Visualization and Machine Learning
Bill Liu
AISF19 - On Blending Machine Learning with Microeconomics
AISF19 - On Blending Machine Learning with Microeconomics
Bill Liu
AISF19 - Travel in the AI-First World
AISF19 - Travel in the AI-First World
Bill Liu
AISF19 - Unleash Computer Vision at the Edge
AISF19 - Unleash Computer Vision at the Edge
Bill Liu
AISF19 - Building Scalable, Kubernetes-Native ML/AI Pipelines with TFX, KubeF...
AISF19 - Building Scalable, Kubernetes-Native ML/AI Pipelines with TFX, KubeF...
Bill Liu
Toronto meetup 20190917
Toronto meetup 20190917
Bill Liu
More from Bill Liu
(20)
Walk Through a Real World ML Production Project
Walk Through a Real World ML Production Project
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Redefining MLOps with Model Deployment, Management and Observability in Produ...
Productizing Machine Learning at the Edge
Productizing Machine Learning at the Edge
Transformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to Hero
Deep AutoViML For Tensorflow Models and MLOps Workflows
Deep AutoViML For Tensorflow Models and MLOps Workflows
Metaflow: The ML Infrastructure at Netflix
Metaflow: The ML Infrastructure at Netflix
Practical Crowdsourcing for ML at Scale
Practical Crowdsourcing for ML at Scale
Building large scale transactional data lake using apache hudi
Building large scale transactional data lake using apache hudi
Deep Reinforcement Learning and Its Applications
Deep Reinforcement Learning and Its Applications
Big Data and AI in Fighting Against COVID-19
Big Data and AI in Fighting Against COVID-19
Highly-scalable Reinforcement Learning RLlib for Real-world Applications
Highly-scalable Reinforcement Learning RLlib for Real-world Applications
Build computer vision models to perform object detection and classification w...
Build computer vision models to perform object detection and classification w...
Causal Inference in Data Science and Machine Learning
Causal Inference in Data Science and Machine Learning
Weekly #106: Deep Learning on Mobile
Weekly #106: Deep Learning on Mobile
Weekly #105: AutoViz and Auto_ViML Visualization and Machine Learning
Weekly #105: AutoViz and Auto_ViML Visualization and Machine Learning
AISF19 - On Blending Machine Learning with Microeconomics
AISF19 - On Blending Machine Learning with Microeconomics
AISF19 - Travel in the AI-First World
AISF19 - Travel in the AI-First World
AISF19 - Unleash Computer Vision at the Edge
AISF19 - Unleash Computer Vision at the Edge
AISF19 - Building Scalable, Kubernetes-Native ML/AI Pipelines with TFX, KubeF...
AISF19 - Building Scalable, Kubernetes-Native ML/AI Pipelines with TFX, KubeF...
Toronto meetup 20190917
Toronto meetup 20190917
Recently uploaded
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Enterprise Knowledge
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
Enterprise Knowledge
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
Delhi Call girls
How to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
naman860154
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
Safe Software
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
HampshireHUG
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
Khem
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
sudhanshuwaghmare1
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
naman860154
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Katpro Technologies
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
Antenna Manufacturer Coco
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
Radu Cotescu
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Earley Information Science
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
Principled Technologies
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
Rafal Los
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
Delhi Call girls
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
Igalia
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
ThousandEyes
Recently uploaded
(20)
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
How to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
Visual discovery at Pinterest
1.
What is Visual
Discovery? Inspiration Discovery Evaluation Action 1 2 3 4
2.
RadicalPersonalization Recommendationscanberadically personalizedasuser’sintentdevelops Adaptinginreal-time Opportunityforhuman centeredpersonalization
3.
Homefeed Diverse,relevant,endlessset ofpinstoauser
4.
Recommendationproblem Howtoproviderelevantandresponsiverecommendations From100BPinsto1KPinsinreal-time(50ms,200,000x/s)
5.
PinstoPins Input:
6.
PinstoPinsInput:
7.
Today,+70%ofall engagementwith Pinterestis generatedbythis recommendation engine.
8.
Homefeed
9.
Exploretab
10.
Relatedpins
11.
User Activation
12.
Ads
13.
Insight:Harnessing Pinterestobjectgraph Pinterestisaunique curateddatasetofhow peopledescribeand organizethings.
14.
HarnessingPinterest objectgraph Wehavecountlessofpins thathavebeenaddedto boardsindependently 100softhousandsoftimes.
15.
Twoconsequences 1)Pinterestknowshow objectsareorganized 2)CuratorsarePinterest users—wecanpersonalize