Build a Powerful Recommendation Engine Using Image ... a... · Build a Powerful Recommendation...
Transcript of Build a Powerful Recommendation Engine Using Image ... a... · Build a Powerful Recommendation...
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Samuel James | 09.09.2019
Community Day 2019 Sponsors
Build a Powerful Recommendation Engine Using Image Recognition Technology on AWS
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About Architrave Gmbh
PropTech Company of the year 2018
Over 3,900 managed assets worth €80 billion
Over €12 billion in annual transaction volume (including Germany's largest single transactions: Sony Centre 2017 and Frankfurt Omni Tower 2018)
! Berlin ! Frankfurt! Dresden
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What This Talk is Not About
Recommender Systems’ Algorithms
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Agenda
Recommendation system
Why recommender systems are important
How recommendation engines work
Leveraging on AWS Rekognition for product recommendation
Demo
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What Is Recommendation ?
Recommendation is about providing relevant content to the user based on knowledge of the user, content, and
interactions between the user and items.
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According to McKinsey & Company, 35% of Amazon.com’s revenue is generated by its
recommendation engine
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"Netflix saves up to $1 billion a year via its personalised recommendations”
– Business Insider
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Personalised recommendations drive sales
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Recommendation Phases
Data Collection Data Storage Data Analysis Data Filtering
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Collaborative Filtering
Content-Based Filtering
Hybrid Filtering
Data Filtering Techniques
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Collaborative Filtering
Interactions of users with products (like movies watched, products viewed, products bought etc.
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Collaborative Filtering Technique in a Retail Site
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Content-based Filtering
Focuses on properties of items. Similarity of items is determined by measuring the similarity in their properties.
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Content-Based Filtering Technique in a Retail Site
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Hybrid Filtering
Combines collaborative filtering and content-based filtering.
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Leveraging on AWS Rekognition API for analysis of unstructured data like images
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AWS Rekognition at a Glance
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DEMO
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Using S3 Batch Operations
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Handling new Uploads
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How the visual search works
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Lessons Learned
Building with AWS reduces your development time
You don't need to be AI experts to have AI capability in your app
Build a repeatable and reusable infrastructure with AWS
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Thanks!Questions?
ContactArchitrave GmbH Bouchéstraße 12, Building 1A, 12435 Berlin
Samuel JamesSamuel James Email: [email protected] @samuelabiodunj