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From Data Analytics to Fast Data Intelligence

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1) How to understand users with Data Analytics ?
2) How to build Real-time Music Recommender System from Data Stream ?
3) How to boost profit with Cross Sale in Real-time ?
Key Ideas to build Fast Data Intelligence Platform from Open Source Tools:
+ Apache Kafka
+ Apache Spark
+ RFX framework

Publié dans : Données & analyses

From Data Analytics to Fast Data Intelligence

  1. 1. From Data Analytics to Fast Data Intelligence Key ideas to build Fast Data Intelligence Platform from Open Source Tools ○ Apache Kafka ○ Apache Spark ○ RFX framework Presented by @tantrieuf31 http://nguyentantrieu.info
  2. 2. about me ? ● Fullstack Engineer and Tech Lead at AdsPlay and iTVAd, startup projects from FPT Telecom ● Founder at RFXLab.com, building RFX framework and Fast Data Intelligence Platform for Data-driven Organization ● Blogger at http://engineering.adsplay.net
  3. 3. Abstract 1. How to understand users with data analytics ? 2. How to build real-time recommender system from data stream ? 3. How to boost profit with cross sale in real-time ? We will go through all these case studies and build a simple demo with Open Source Tools.
  4. 4. What is Fast Data Intelligence ? http://www.tibco.com/blog/2015/03/27/how-analytics- facilitates-fast-data
  5. 5. Why is Data Intelligence ?
  6. 6. Analytics could help us see “what’s Going on”
  7. 7. and we could see trending events in real-time: Does Vietnamese love football ?correlation said YES
  8. 8. Predictive Data Analytics would help us boosting Sale Revenue / Profit Log events Reactive events
  9. 9. KEY IDEA: DATAFLOW ANALYTICS
  10. 10. Key ideas of Analytical Data Intelligence Platform - by RFXLab.com
  11. 11. Fast Data Intelligence Architecture
  12. 12. Where is Fast Data used in production ?
  13. 13. Case Study 1: Fast Data Intelligence for E-commerce
  14. 14. Question: Guessing which items user want to buy from heatmap data ?
  15. 15. Case Study 2: Fast Data Intelligence for Music Industry
  16. 16. Ok, see real code
  17. 17. Alternating Least Squares Algorithm
  18. 18. Ok, put the Data Science to Music Taste https://github.com/trieu/learn-spark
  19. 19. Awesome Open Source Projects to follow Native Kafka: https://github. com/edenhill/librdkafka/ PHP Kafka: https://github. com/EVODelavega/phpkafka Chart Library https://github.com/nvd3-community/nvd3 RFX-Report https://github.com/rfxlab/rfx-report
  20. 20. Awesome Open Source Projects to follow RFXLab.com (Tools that made in Vietnam) ◎ http://www.rfxlab.com ◎ https://github.com/rfxlab Kafka : http://kafka.apache.org Hadoop http://hadoop.apache.org VertX : http://vertx.io Apache Spark https://spark.apache.org
  21. 21. Good ref books
  22. 22. More info at http://engineering.adsplay.net

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