Tobias Weis ML Praktikum 17/18 Intro ML in (your) daily life · 11. Februar 2018 Recommender...
Transcript of Tobias Weis ML Praktikum 17/18 Intro ML in (your) daily life · 11. Februar 2018 Recommender...
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11. Februar 2018
ML Praktikum 17/18
Intro – ML in (your) daily life
Tobias Weis
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Terms
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https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/
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Recommender systems
Medicine/Pharma
E-commerce
Finance, Fraud detection
Smart home devices
Video games
Customer support, chat bots
Machine translation
Smart cars
Surveillance, Security
Recruiting, Job market
Robot control
ML in daily life
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[https://blog.soton.ac.uk/smallworld/2015/04/25/game-theory-and-recommendation-systems/]
Recommender systems
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Recommender systems - Examples
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[amazon.de]
[https://www.okcupid.com/about]
[https://www.slideshare.net/DataStax/netflix-recommendations-using-spark-cassandra]„We use math to get you dates“
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Personalized assistants - NLP
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https://www.fudzilla.com/news/41763-google-assistant-uses-ai-machine-learning-to-become-people-friendly
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Personalized Assistants – NLP and Speech recognition
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Disease identification / diagnosis
Personalized treatments
Drug discovery
Clinical trial research
Radiology, radiotherapy
Smart electronic health records
Epidemic outbreak prediction
Medicine/Pharma
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Dermatologist-level classification of skin cancer with deep neural networks
Medicine - Diagnosis
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Medicine - Diagnosis
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“Face2Gene is a suite of phenotyping applications that facilitate comprehensive and precise
genetic evaluations.” [face2gene.com]
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• All areas of Search (ranking,query understanding, query expansion, related queries)
• Recommendation (you may like ...)
• Merchandising (this item goes with this item)
• Image recognition and understanding
• Concept extraction
• Sentiment and trend analysis
• Shipping cost and time estimation
• Inbound and outbound logistics optimization
• All manner of fraud detection and prevention (a long list here)
• Classification
• Pricing
• Supply and demand analysis and forecast
• Various scheduling and optimal resource allocation
E-Commerce
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SCARFF: A scalable framework for streaming credit card fraud detection with spark
Fraud detection
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http://blog.airpatrol.eu/wp-content/uploads/2016/10/bigstock-Smart-Home-103718372-1200x800.jpg
Smart Home
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NPCs - Unreal Engine 4 – Behavior trees (also used in Halo)
Video Games
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https://answers.unrealengine.com
https://www.youtube.com/watch?v=36cKiPPrGHo
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Simulation of realistic motions
Video Games
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http://www.epikonic.com/wp-content/uploads/Customer-Service-Infrastructure.png
Customer support
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Chatbots
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https://chatbotsmagazine.com/the-ultimate-guide-to-designing-a-chatbot-tech-stack-333eceb431da
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Neural machine translation currently employed by google
[Google‘s Neural Machine Translation System: Bridgin the Gap between Human and Machine Translation]
Machine translation
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Smart cars – autonomous driving
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https://www.nytimes.com/interactive/2016/12/14/technology/how-self-driving-cars-work.html?_r=0
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Smart cars – autonomous driving
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https://www.nytimes.com/interactive/2016/12/14/technology/how-self-driving-cars-work.html?_r=0
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Smart cars – autonomous driving
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https://www.nytimes.com/interactive/2016/12/14/technology/how-self-driving-cars-work.html?_r=0
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Smart cars – Driver/passenger monitoring
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Smart cars – Predictive maintenance
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https://www.slideshare.net/EstherVasiete/the-data-science-behind-predictive-maintenance-for-connected-vehicles
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Smart cars – Predictive maintenance
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https://www.slideshare.net/EstherVasiete/the-data-science-behind-predictive-maintenance-for-connected-vehicles
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Surveillance, security
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https://www.computerworld.com/article/3225874/mobile-wireless/apples-clever-strategy-for-forcing-partners-to-use-face-id.html
http://www.livemint.com/Consumer/pFBcdMfLmXKXOiphe2RbFL/How-facial-recognition-works.html
Surveillance, security
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Recruiting
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http://www.hrmblogs.com/2018/01/17/ai-recruitment-the-future-of-automated-recruiting/
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Robot control
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Robot control
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Summary & Outlook
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Current approaches to create models
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https://medium.freecodecamp.org/every-single-machine-learning-course-on-the-internet-ranked-by-your-reviews-3c4a7b8026c0
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Curent approaches to create models
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• Context-sensitivity
• Multi-source-fusion
• Multi-model-fusion
• Deployment in critical systems -> explainability
• Models closer to general-purpose algorithms -> reasoning and abstraction
• Systematic re-use of previously learned features and architectures -> meta-learning
Trends – future developments
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