SlideShare ist ein Scribd-Unternehmen logo

Amazon Item-to-Item Recommendations

‱Als PPT, PDF herunterladen‱
‱
Roger Chen
Roger Chen

The document discusses recommendation algorithms used by Amazon, including traditional collaborative filtering, cluster models, and search-based methods. It focuses on Amazon's item-to-item collaborative filtering algorithm. This algorithm builds a similar-items table offline by finding items customers tend to purchase together. It then scales well to large data sets, provides high quality recommendations even with limited user data, and performs recommendations quickly.

TechnologieBildung
1 von 20
Amazon.com Recommendation Item-to-Item Collaborative Filtering Authors: Greg Linden,Brent Smith,and Jeremy York Origin: JANUARY ‱ FEBRUARY 2003 Published by the IEEE Computer Society Reporter: 朱韋恩 Date: 2008/11/3
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object]
Recommender system in our life
Some problem ,[object Object],[object Object],[object Object]
Three common approaches to solving the problem ,[object Object],[object Object],[object Object],[object Object],[object Object]
Traditional Collaborative Filtering ,[object Object],[object Object],[object Object]
Traditional Collaborative Filtering ,[object Object],[object Object],[object Object],[object Object],[object Object]
Cluster Models ,[object Object],[object Object]
Cluster Models ,[object Object],[object Object],[object Object],[object Object]
Search-Based Methods ,[object Object],[object Object]
Search-Based Methods ,[object Object],[object Object],[object Object]
Search-Based Methods ,[object Object],[object Object],[object Object]
Item-to-Item Collaborative Filtering ,[object Object],[object Object]
Amazon.com
Amazon.com
Item-to-Item CF Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Item-to-Item Collaborative Filtering ,[object Object],[object Object]
Scalability: A Comparison ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scalability: A Comparison ,[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusion

Empfohlen

Recommender systems for E-commerce
Recommender systems for E-commerceRecommender systems for E-commerce
Recommender systems for E-commerceAlexander Konduforov
 
Introduction to Recommendation Systems
Introduction to Recommendation SystemsIntroduction to Recommendation Systems
Introduction to Recommendation SystemsTrieu Nguyen
 
Recommendation Systems Basics
Recommendation Systems BasicsRecommendation Systems Basics
Recommendation Systems BasicsJarin Tasnim Khan
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsCarlos Castillo (ChaTo)
 
Recommender systems: Content-based and collaborative filtering
Recommender systems: Content-based and collaborative filteringRecommender systems: Content-based and collaborative filtering
Recommender systems: Content-based and collaborative filteringViet-Trung TRAN
 
Recommender system
Recommender systemRecommender system
Recommender systemNilotpal Pramanik
 
Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Xavier Amatriain
 
Recommender system introduction
Recommender system introductionRecommender system introduction
Recommender system introductionLiang Xiang
 

Empfohlen

Recommender systems for E-commerce
Recommender systems for E-commerceRecommender systems for E-commerce
Recommender systems for E-commerceAlexander Konduforov
 
Introduction to Recommendation Systems
Introduction to Recommendation SystemsIntroduction to Recommendation Systems
Introduction to Recommendation SystemsTrieu Nguyen
 
Recommendation Systems Basics
Recommendation Systems BasicsRecommendation Systems Basics
Recommendation Systems BasicsJarin Tasnim Khan
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsCarlos Castillo (ChaTo)
 
Recommender systems: Content-based and collaborative filtering
Recommender systems: Content-based and collaborative filteringRecommender systems: Content-based and collaborative filtering
Recommender systems: Content-based and collaborative filteringViet-Trung TRAN
 
Recommender system
Recommender systemRecommender system
Recommender systemNilotpal Pramanik
 
Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Xavier Amatriain
 
Recommender system introduction
Recommender system introductionRecommender system introduction
Recommender system introductionLiang Xiang
 
An introduction to Recommender Systems
An introduction to Recommender SystemsAn introduction to Recommender Systems
An introduction to Recommender SystemsDavid Zibriczky
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsFrancesco Casalegno
 
Content based filtering
Content based filteringContent based filtering
Content based filteringBendito Freitas Ribeiro
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsLior Rokach
 
Project presentation
Project presentationProject presentation
Project presentationShivarshi Bajpai
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsFederico Cargnelutti
 
Recommender system
Recommender systemRecommender system
Recommender systemSaiguru P.v
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsGirish Khanzode
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsT212
 
Recommendation system
Recommendation system Recommendation system
Recommendation system Vikrant Arya
 
Recommender systems using collaborative filtering
Recommender systems using collaborative filteringRecommender systems using collaborative filtering
Recommender systems using collaborative filteringD Yogendra Rao
 
Recommendation system
Recommendation systemRecommendation system
Recommendation systemAkshat Thakar
 
Tag based recommender system
Tag based recommender systemTag based recommender system
Tag based recommender systemKaren Li
 
Recommender Engines
Recommender EnginesRecommender Engines
Recommender EnginesThomas Hess
 
Recommendation System Explained
Recommendation System ExplainedRecommendation System Explained
Recommendation System ExplainedCrossing Minds
 
Item Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation AlgorithmsItem Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation Algorithmsnextlib
 
Recent advances in deep recommender systems
Recent advances in deep recommender systemsRecent advances in deep recommender systems
Recent advances in deep recommender systemsNAVER Engineering
 
Recommendation system
Recommendation systemRecommendation system
Recommendation systemRishabh Mehta
 
Collaborative filtering
Collaborative filteringCollaborative filtering
Collaborative filteringTien-Yang (Aiden) Wu
 
[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systems[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systemsFalitokiniaina Rabearison
 
Collaborative filtering hyoungtae cho
Collaborative filtering hyoungtae choCollaborative filtering hyoungtae cho
Collaborative filtering hyoungtae choAravindharamanan S
 
Cs548 s15 showcase_web_mining
Cs548 s15 showcase_web_miningCs548 s15 showcase_web_mining
Cs548 s15 showcase_web_miningAravindharamanan S
 

Weitere Àhnliche Inhalte

Was ist angesagt?

An introduction to Recommender Systems
An introduction to Recommender SystemsAn introduction to Recommender Systems
An introduction to Recommender SystemsDavid Zibriczky
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsLior Rokach
 
Project presentation
Project presentationProject presentation
Project presentationShivarshi Bajpai
 
Recommender system
Recommender systemRecommender system
Recommender systemSaiguru P.v
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsGirish Khanzode
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender SystemsT212
 
Recommendation system
Recommendation system Recommendation system
Recommendation system Vikrant Arya
 
Recommender systems using collaborative filtering
Recommender systems using collaborative filteringRecommender systems using collaborative filtering
Recommender systems using collaborative filteringD Yogendra Rao
 
Recommendation system
Recommendation systemRecommendation system
Recommendation systemAkshat Thakar
 
Tag based recommender system
Tag based recommender systemTag based recommender system
Tag based recommender systemKaren Li
 
Recommender Engines
Recommender EnginesRecommender Engines
Recommender EnginesThomas Hess
 
Recommendation System Explained
Recommendation System ExplainedRecommendation System Explained
Recommendation System ExplainedCrossing Minds
 
Item Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation AlgorithmsItem Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation Algorithmsnextlib
 
Recent advances in deep recommender systems
Recent advances in deep recommender systemsRecent advances in deep recommender systems
Recent advances in deep recommender systemsNAVER Engineering
 
Recommendation system
Recommendation systemRecommendation system
Recommendation systemRishabh Mehta
 
[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systems[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systemsFalitokiniaina Rabearison
 

Was ist angesagt? (20)

An introduction to Recommender Systems
An introduction to Recommender SystemsAn introduction to Recommender Systems
An introduction to Recommender Systems
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Content based filtering
Content based filteringContent based filtering
Content based filtering
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Project presentation
Project presentationProject presentation
Project presentation
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Recommender system
Recommender systemRecommender system
Recommender system
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Recommendation system
Recommendation system Recommendation system
Recommendation system
 
Recommender systems using collaborative filtering
Recommender systems using collaborative filteringRecommender systems using collaborative filtering
Recommender systems using collaborative filtering
 
Recommendation system
Recommendation systemRecommendation system
Recommendation system
 
Tag based recommender system
Tag based recommender systemTag based recommender system
Tag based recommender system
 
Recommender Engines
Recommender EnginesRecommender Engines
Recommender Engines
 
Recommendation System Explained
Recommendation System ExplainedRecommendation System Explained
Recommendation System Explained
 
Item Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation AlgorithmsItem Based Collaborative Filtering Recommendation Algorithms
Item Based Collaborative Filtering Recommendation Algorithms
 
Recent advances in deep recommender systems
Recent advances in deep recommender systemsRecent advances in deep recommender systems
Recent advances in deep recommender systems
 
Recommendation system
Recommendation systemRecommendation system
Recommendation system
 
Collaborative filtering
Collaborative filteringCollaborative filtering
Collaborative filtering
 
[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systems[Final]collaborative filtering and recommender systems
[Final]collaborative filtering and recommender systems
 

Ähnlich wie Amazon Item-to-Item Recommendations

Collaborative filtering hyoungtae cho
Collaborative filtering hyoungtae choCollaborative filtering hyoungtae cho
Collaborative filtering hyoungtae choAravindharamanan S
 
Cs548 s15 showcase_web_mining
Cs548 s15 showcase_web_miningCs548 s15 showcase_web_mining
Cs548 s15 showcase_web_miningAravindharamanan S
 
Lecture Notes on Recommender System Introduction
Lecture Notes on Recommender System IntroductionLecture Notes on Recommender System Introduction
Lecture Notes on Recommender System IntroductionPerumalPitchandi
 
Introduction to Recommendation System
Introduction to Recommendation SystemIntroduction to Recommendation System
Introduction to Recommendation SystemMinha Hwang
 
ADM6274 - Final (NEHA)
ADM6274 - Final (NEHA)ADM6274 - Final (NEHA)
ADM6274 - Final (NEHA)Neha Gupta
 
Overview of recommender system
Overview of recommender systemOverview of recommender system
Overview of recommender systemStanley Wang
 
Merchandising-at-eBay-SearchMeetup-2012
Merchandising-at-eBay-SearchMeetup-2012Merchandising-at-eBay-SearchMeetup-2012
Merchandising-at-eBay-SearchMeetup-2012Venkat Sundaranatha
 
recommendationsystem-140410131156-phpapp01 (1).pdf
recommendationsystem-140410131156-phpapp01 (1).pdfrecommendationsystem-140410131156-phpapp01 (1).pdf
recommendationsystem-140410131156-phpapp01 (1).pdfssuserff0096
 
Mini-training: Personalization & Recommendation Demystified
Mini-training: Personalization & Recommendation DemystifiedMini-training: Personalization & Recommendation Demystified
Mini-training: Personalization & Recommendation DemystifiedBetclic Everest Group Tech Team
 
Digital Trails Dave King 1 5 10 Part 2 D3
Digital Trails Dave King 1 5 10 Part 2 D3Digital Trails Dave King 1 5 10 Part 2 D3
Digital Trails Dave King 1 5 10 Part 2 D3Dave King
 
Seminar (1).pptx
Seminar (1).pptxSeminar (1).pptx
Seminar (1).pptxGirum6
 
Online feedback correlation using clustering
Online feedback correlation using clusteringOnline feedback correlation using clustering
Online feedback correlation using clusteringawesomesos
 
[livecast] Personalization on the Web
[livecast] Personalization on the Web[livecast] Personalization on the Web
[livecast] Personalization on the WebVibhanshu Abhishek
 
Fikrimuhal Big Data Analysis Ed Con Europe 2015 Presentation
Fikrimuhal Big Data Analysis Ed Con Europe 2015 PresentationFikrimuhal Big Data Analysis Ed Con Europe 2015 Presentation
Fikrimuhal Big Data Analysis Ed Con Europe 2015 PresentationSukru Hasdemir
 
Recommender systems in indian e-commerce context
Recommender systems in indian e-commerce contextRecommender systems in indian e-commerce context
Recommender systems in indian e-commerce contextAjit Bhingarkar
 
Artificial Intelligence in Action
Artificial Intelligence in ActionArtificial Intelligence in Action
Artificial Intelligence in ActionBenjamin Ejzenberg
 
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINES
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINESDYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINES
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINESPrasadu Peddi
 
Demystifying Recommendation Systems
Demystifying Recommendation SystemsDemystifying Recommendation Systems
Demystifying Recommendation SystemsRumman Chowdhury
 
Recruitics - Advanced Filters
Recruitics - Advanced FiltersRecruitics - Advanced Filters
Recruitics - Advanced FiltersQian Chen
 
IRJET- Hybrid Book Recommendation System
IRJET- Hybrid Book Recommendation SystemIRJET- Hybrid Book Recommendation System
IRJET- Hybrid Book Recommendation SystemIRJET Journal
 

Ähnlich wie Amazon Item-to-Item Recommendations (20)

Collaborative filtering hyoungtae cho
Collaborative filtering hyoungtae choCollaborative filtering hyoungtae cho
Collaborative filtering hyoungtae cho
 
Cs548 s15 showcase_web_mining
Cs548 s15 showcase_web_miningCs548 s15 showcase_web_mining
Cs548 s15 showcase_web_mining
 
Lecture Notes on Recommender System Introduction
Lecture Notes on Recommender System IntroductionLecture Notes on Recommender System Introduction
Lecture Notes on Recommender System Introduction
 
Introduction to Recommendation System
Introduction to Recommendation SystemIntroduction to Recommendation System
Introduction to Recommendation System
 
ADM6274 - Final (NEHA)
ADM6274 - Final (NEHA)ADM6274 - Final (NEHA)
ADM6274 - Final (NEHA)
 
Overview of recommender system
Overview of recommender systemOverview of recommender system
Overview of recommender system
 
Merchandising-at-eBay-SearchMeetup-2012
Merchandising-at-eBay-SearchMeetup-2012Merchandising-at-eBay-SearchMeetup-2012
Merchandising-at-eBay-SearchMeetup-2012
 
recommendationsystem-140410131156-phpapp01 (1).pdf
recommendationsystem-140410131156-phpapp01 (1).pdfrecommendationsystem-140410131156-phpapp01 (1).pdf
recommendationsystem-140410131156-phpapp01 (1).pdf
 
Mini-training: Personalization & Recommendation Demystified
Mini-training: Personalization & Recommendation DemystifiedMini-training: Personalization & Recommendation Demystified
Mini-training: Personalization & Recommendation Demystified
 
Digital Trails Dave King 1 5 10 Part 2 D3
Digital Trails Dave King 1 5 10 Part 2 D3Digital Trails Dave King 1 5 10 Part 2 D3
Digital Trails Dave King 1 5 10 Part 2 D3
 
Seminar (1).pptx
Seminar (1).pptxSeminar (1).pptx
Seminar (1).pptx
 
Online feedback correlation using clustering
Online feedback correlation using clusteringOnline feedback correlation using clustering
Online feedback correlation using clustering
 
[livecast] Personalization on the Web
[livecast] Personalization on the Web[livecast] Personalization on the Web
[livecast] Personalization on the Web
 
Fikrimuhal Big Data Analysis Ed Con Europe 2015 Presentation
Fikrimuhal Big Data Analysis Ed Con Europe 2015 PresentationFikrimuhal Big Data Analysis Ed Con Europe 2015 Presentation
Fikrimuhal Big Data Analysis Ed Con Europe 2015 Presentation
 
Recommender systems in indian e-commerce context
Recommender systems in indian e-commerce contextRecommender systems in indian e-commerce context
Recommender systems in indian e-commerce context
 
Artificial Intelligence in Action
Artificial Intelligence in ActionArtificial Intelligence in Action
Artificial Intelligence in Action
 
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINES
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINESDYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINES
DYNAMIC FACET ORDERING FOR FACETED PRODUCT SEARCH ENGINES
 
Demystifying Recommendation Systems
Demystifying Recommendation SystemsDemystifying Recommendation Systems
Demystifying Recommendation Systems
 
Recruitics - Advanced Filters
Recruitics - Advanced FiltersRecruitics - Advanced Filters
Recruitics - Advanced Filters
 
IRJET- Hybrid Book Recommendation System
IRJET- Hybrid Book Recommendation SystemIRJET- Hybrid Book Recommendation System
IRJET- Hybrid Book Recommendation System
 

KĂŒrzlich hochgeladen

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel AraĂșjo
 

KĂŒrzlich hochgeladen (20)

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 

Amazon Item-to-Item Recommendations