SlideShare ist ein Scribd-Unternehmen logo
1 von 13
Understanding RBM Wang Yuantao 08/22/2009
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Taxonomy  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Model Structure By Hinton
Model Assumption ,[object Object],[object Object]
Optimal Object Maximize:
Training Sampling
Training Phases 1. Init v0 by real rating 2. Sample h0 by v0 3. Reconstruct v1 by h0 4. Re-sample h1 by v1 5. Update W 6. Compute Eh
Prediction
Technical detail ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Temporal RBM ,[object Object],0.9373 0.9381 0.9385 0.9392 Original RBM
Contribution 0.8694 0.8688 RBM
Thanks ,[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Ähnlich wie Understanding Rbm by WangYuanTao

150807 Fast R-CNN
150807 Fast R-CNN150807 Fast R-CNN
150807 Fast R-CNNJunho Cho
 
Dear - 딥러닝 논문읽기 모임 김창연님
Dear - 딥러닝 논문읽기 모임 김창연님Dear - 딥러닝 논문읽기 모임 김창연님
Dear - 딥러닝 논문읽기 모임 김창연님taeseon ryu
 
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...Masaya Kaneko
 
Quantum Gaussian Processes - Gawel Kus
Quantum Gaussian Processes - Gawel KusQuantum Gaussian Processes - Gawel Kus
Quantum Gaussian Processes - Gawel KusAdvanced-Concepts-Team
 
Improving region based CNN object detector using bayesian optimization
Improving region based CNN object detector using bayesian optimizationImproving region based CNN object detector using bayesian optimization
Improving region based CNN object detector using bayesian optimizationAmgad Muhammad
 
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...PyData
 
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...Databricks
 

Ähnlich wie Understanding Rbm by WangYuanTao (11)

150807 Fast R-CNN
150807 Fast R-CNN150807 Fast R-CNN
150807 Fast R-CNN
 
Dear - 딥러닝 논문읽기 모임 김창연님
Dear - 딥러닝 논문읽기 모임 김창연님Dear - 딥러닝 논문읽기 모임 김창연님
Dear - 딥러닝 논문읽기 모임 김창연님
 
Lp seminar
Lp seminarLp seminar
Lp seminar
 
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...
Unsupervised Collaborative Learning of Keyframe Detection and Visual Odometry...
 
Deep Learning for Computer Vision: Object Detection (UPC 2016)
Deep Learning for Computer Vision: Object Detection (UPC 2016)Deep Learning for Computer Vision: Object Detection (UPC 2016)
Deep Learning for Computer Vision: Object Detection (UPC 2016)
 
Quantum Gaussian Processes - Gawel Kus
Quantum Gaussian Processes - Gawel KusQuantum Gaussian Processes - Gawel Kus
Quantum Gaussian Processes - Gawel Kus
 
Improving region based CNN object detector using bayesian optimization
Improving region based CNN object detector using bayesian optimizationImproving region based CNN object detector using bayesian optimization
Improving region based CNN object detector using bayesian optimization
 
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...
Driving Moore's Law with Python-Powered Machine Learning: An Insider's Perspe...
 
D3L4-objects.pdf
D3L4-objects.pdfD3L4-objects.pdf
D3L4-objects.pdf
 
Object Detection - Míriam Bellver - UPC Barcelona 2018
Object Detection - Míriam Bellver - UPC Barcelona 2018Object Detection - Míriam Bellver - UPC Barcelona 2018
Object Detection - Míriam Bellver - UPC Barcelona 2018
 
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...
Apache Spark Based Hyper-Parameter Selection and Adaptive Model Tuning for De...
 

Mehr von gu wendong

宜信大数据金融云-CSDN
宜信大数据金融云-CSDN宜信大数据金融云-CSDN
宜信大数据金融云-CSDNgu wendong
 
Social Recommendation
Social RecommendationSocial Recommendation
Social Recommendationgu wendong
 
Pharos Social Map Based Recommendation For Content Centric Social Websites
Pharos Social Map Based Recommendation For Content Centric Social WebsitesPharos Social Map Based Recommendation For Content Centric Social Websites
Pharos Social Map Based Recommendation For Content Centric Social Websitesgu wendong
 
Tag And Tag Based Recommender
Tag And Tag Based RecommenderTag And Tag Based Recommender
Tag And Tag Based Recommendergu wendong
 
Resys China 创刊号
Resys China 创刊号Resys China 创刊号
Resys China 创刊号gu wendong
 
孙超 - Recommendation Algorithm as a product
孙超 - Recommendation Algorithm as a product孙超 - Recommendation Algorithm as a product
孙超 - Recommendation Algorithm as a productgu wendong
 
EdChang - Parallel Algorithms For Mining Large Scale Data
EdChang - Parallel Algorithms For Mining Large Scale DataEdChang - Parallel Algorithms For Mining Large Scale Data
EdChang - Parallel Algorithms For Mining Large Scale Datagu wendong
 
王守崑 - 豆瓣在推荐领域的实践和思考
王守崑 - 豆瓣在推荐领域的实践和思考王守崑 - 豆瓣在推荐领域的实践和思考
王守崑 - 豆瓣在推荐领域的实践和思考gu wendong
 
Netflix Prize by Xlvector
Netflix Prize by XlvectorNetflix Prize by Xlvector
Netflix Prize by Xlvectorgu wendong
 

Mehr von gu wendong (9)

宜信大数据金融云-CSDN
宜信大数据金融云-CSDN宜信大数据金融云-CSDN
宜信大数据金融云-CSDN
 
Social Recommendation
Social RecommendationSocial Recommendation
Social Recommendation
 
Pharos Social Map Based Recommendation For Content Centric Social Websites
Pharos Social Map Based Recommendation For Content Centric Social WebsitesPharos Social Map Based Recommendation For Content Centric Social Websites
Pharos Social Map Based Recommendation For Content Centric Social Websites
 
Tag And Tag Based Recommender
Tag And Tag Based RecommenderTag And Tag Based Recommender
Tag And Tag Based Recommender
 
Resys China 创刊号
Resys China 创刊号Resys China 创刊号
Resys China 创刊号
 
孙超 - Recommendation Algorithm as a product
孙超 - Recommendation Algorithm as a product孙超 - Recommendation Algorithm as a product
孙超 - Recommendation Algorithm as a product
 
EdChang - Parallel Algorithms For Mining Large Scale Data
EdChang - Parallel Algorithms For Mining Large Scale DataEdChang - Parallel Algorithms For Mining Large Scale Data
EdChang - Parallel Algorithms For Mining Large Scale Data
 
王守崑 - 豆瓣在推荐领域的实践和思考
王守崑 - 豆瓣在推荐领域的实践和思考王守崑 - 豆瓣在推荐领域的实践和思考
王守崑 - 豆瓣在推荐领域的实践和思考
 
Netflix Prize by Xlvector
Netflix Prize by XlvectorNetflix Prize by Xlvector
Netflix Prize by Xlvector
 

Kürzlich hochgeladen

IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
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
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
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 Araújo
 
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
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
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
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...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 Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
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 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
🐬 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
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
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
 

Kürzlich hochgeladen (20)

IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
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...
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
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...
 
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...
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
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
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...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 Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
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 2024The 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
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
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...
 

Understanding Rbm by WangYuanTao