SlideShare a Scribd company logo
1 of 26
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
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
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.
What is Fast Data Intelligence ?
http://www.tibco.com/blog/2015/03/27/how-analytics-
facilitates-fast-data
Why is Data Intelligence ?
Analytics could help us see “what’s Going on”
and we could see trending events in real-time:
Does Vietnamese love football ?correlation said YES
Predictive Data Analytics would help us
boosting Sale Revenue / Profit
Log events
Reactive events
KEY IDEA:
DATAFLOW ANALYTICS
Key ideas of Analytical Data Intelligence Platform
- by RFXLab.com
Fast Data Intelligence Architecture
Where is Fast Data used in production ?
Case Study 1:
Fast Data Intelligence for E-commerce
Question:
Guessing which items user want to buy from heatmap data ?
Case Study 2:
Fast Data Intelligence for Music Industry
Ok, see real code
Alternating Least Squares Algorithm
Ok, put the Data Science to Music Taste
https://github.com/trieu/learn-spark
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
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
Good ref books
More info at
http://engineering.adsplay.net

More Related Content

What's hot

Lambda Architecture 2.0 for Reactive AB Testing
Lambda Architecture 2.0 for Reactive AB TestingLambda Architecture 2.0 for Reactive AB Testing
Lambda Architecture 2.0 for Reactive AB TestingTrieu Nguyen
 
Data analytic for mobile app development
Data analytic for mobile app developmentData analytic for mobile app development
Data analytic for mobile app developmentTrieu Nguyen
 
Using User Behavior for Real-time Advertising
Using User Behavior for Real-time AdvertisingUsing User Behavior for Real-time Advertising
Using User Behavior for Real-time AdvertisingTrieu Nguyen
 
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)Albert Wong
 
Building data "Py-pelines"
Building data "Py-pelines"Building data "Py-pelines"
Building data "Py-pelines"Rob Winters
 
Big Data Meets Learning Science: Keynote by Al Essa
Big Data Meets Learning Science: Keynote by Al EssaBig Data Meets Learning Science: Keynote by Al Essa
Big Data Meets Learning Science: Keynote by Al EssaSpark Summit
 
Mastering Your Customer Data on Apache Spark by Elliott Cordo
Mastering Your Customer Data on Apache Spark by Elliott CordoMastering Your Customer Data on Apache Spark by Elliott Cordo
Mastering Your Customer Data on Apache Spark by Elliott CordoSpark Summit
 
Better Together: How Graph database enables easy data integration with Spark ...
Better Together: How Graph database enables easy data integration with Spark ...Better Together: How Graph database enables easy data integration with Spark ...
Better Together: How Graph database enables easy data integration with Spark ...TigerGraph
 
ML Production Pipelines: A Classification Model
ML Production Pipelines: A Classification ModelML Production Pipelines: A Classification Model
ML Production Pipelines: A Classification ModelDatabricks
 
"Lessons learned using Apache Spark for self-service data prep in SaaS world"
"Lessons learned using Apache Spark for self-service data prep in SaaS world""Lessons learned using Apache Spark for self-service data prep in SaaS world"
"Lessons learned using Apache Spark for self-service data prep in SaaS world"Pavel Hardak
 
Misusing MLflow To Help Deduplicate Data At Scale
Misusing MLflow To Help Deduplicate Data At ScaleMisusing MLflow To Help Deduplicate Data At Scale
Misusing MLflow To Help Deduplicate Data At ScaleDatabricks
 
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...Spark Summit
 
DATA @ NFLX (Tableau Conference 2014 Presentation)
DATA @ NFLX (Tableau Conference 2014 Presentation)DATA @ NFLX (Tableau Conference 2014 Presentation)
DATA @ NFLX (Tableau Conference 2014 Presentation)Blake Irvine
 
Don't build a data science team
Don't build a data science teamDon't build a data science team
Don't build a data science teamLars Albertsson
 
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...Databricks
 
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...Data Con LA
 
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...TigerGraph
 
Librecon 2016 bilbao: kappa architecture IoT of the cars
Librecon 2016 bilbao:   kappa architecture IoT of the carsLibrecon 2016 bilbao:   kappa architecture IoT of the cars
Librecon 2016 bilbao: kappa architecture IoT of the carsJuantomás García Molina
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Data Science Thailand
 
TCP1P.net Meetup Vision, Objectives and Roadmap
TCP1P.net Meetup Vision, Objectives and RoadmapTCP1P.net Meetup Vision, Objectives and Roadmap
TCP1P.net Meetup Vision, Objectives and RoadmapStefan Ianta
 

What's hot (20)

Lambda Architecture 2.0 for Reactive AB Testing
Lambda Architecture 2.0 for Reactive AB TestingLambda Architecture 2.0 for Reactive AB Testing
Lambda Architecture 2.0 for Reactive AB Testing
 
Data analytic for mobile app development
Data analytic for mobile app developmentData analytic for mobile app development
Data analytic for mobile app development
 
Using User Behavior for Real-time Advertising
Using User Behavior for Real-time AdvertisingUsing User Behavior for Real-time Advertising
Using User Behavior for Real-time Advertising
 
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)
2016 Tableau in the Cloud - A Netflix Original (AWS Re:invent)
 
Building data "Py-pelines"
Building data "Py-pelines"Building data "Py-pelines"
Building data "Py-pelines"
 
Big Data Meets Learning Science: Keynote by Al Essa
Big Data Meets Learning Science: Keynote by Al EssaBig Data Meets Learning Science: Keynote by Al Essa
Big Data Meets Learning Science: Keynote by Al Essa
 
Mastering Your Customer Data on Apache Spark by Elliott Cordo
Mastering Your Customer Data on Apache Spark by Elliott CordoMastering Your Customer Data on Apache Spark by Elliott Cordo
Mastering Your Customer Data on Apache Spark by Elliott Cordo
 
Better Together: How Graph database enables easy data integration with Spark ...
Better Together: How Graph database enables easy data integration with Spark ...Better Together: How Graph database enables easy data integration with Spark ...
Better Together: How Graph database enables easy data integration with Spark ...
 
ML Production Pipelines: A Classification Model
ML Production Pipelines: A Classification ModelML Production Pipelines: A Classification Model
ML Production Pipelines: A Classification Model
 
"Lessons learned using Apache Spark for self-service data prep in SaaS world"
"Lessons learned using Apache Spark for self-service data prep in SaaS world""Lessons learned using Apache Spark for self-service data prep in SaaS world"
"Lessons learned using Apache Spark for self-service data prep in SaaS world"
 
Misusing MLflow To Help Deduplicate Data At Scale
Misusing MLflow To Help Deduplicate Data At ScaleMisusing MLflow To Help Deduplicate Data At Scale
Misusing MLflow To Help Deduplicate Data At Scale
 
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...
Unlocking Value in Device Data Using Spark: Spark Summit East talk by John La...
 
DATA @ NFLX (Tableau Conference 2014 Presentation)
DATA @ NFLX (Tableau Conference 2014 Presentation)DATA @ NFLX (Tableau Conference 2014 Presentation)
DATA @ NFLX (Tableau Conference 2014 Presentation)
 
Don't build a data science team
Don't build a data science teamDon't build a data science team
Don't build a data science team
 
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...
Building Real-Time Data Pipeline for Diabetes Medication Recommender System U...
 
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...
Big Data Day LA 2016/ Big Data Track - Rapid Analytics @ Netflix LA (Updated ...
 
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
 
Librecon 2016 bilbao: kappa architecture IoT of the cars
Librecon 2016 bilbao:   kappa architecture IoT of the carsLibrecon 2016 bilbao:   kappa architecture IoT of the cars
Librecon 2016 bilbao: kappa architecture IoT of the cars
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics
 
TCP1P.net Meetup Vision, Objectives and Roadmap
TCP1P.net Meetup Vision, Objectives and RoadmapTCP1P.net Meetup Vision, Objectives and Roadmap
TCP1P.net Meetup Vision, Objectives and Roadmap
 

Viewers also liked

Introduction to RFX for Backend Developer
Introduction to RFX for Backend DeveloperIntroduction to RFX for Backend Developer
Introduction to RFX for Backend DeveloperTrieu Nguyen
 
Big data infrastructure todo-tasks Rfx Framework
Big data infrastructure todo-tasks Rfx FrameworkBig data infrastructure todo-tasks Rfx Framework
Big data infrastructure todo-tasks Rfx FrameworkTrieu Nguyen
 
Parallel and Iterative Processing for Machine Learning Recommendations with S...
Parallel and Iterative Processing for Machine Learning Recommendations with S...Parallel and Iterative Processing for Machine Learning Recommendations with S...
Parallel and Iterative Processing for Machine Learning Recommendations with S...MapR Technologies
 
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễn
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễnGiới thiệu cơ bản về Big Data và các ứng dụng thực tiễn
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễnTrieu Nguyen
 
Building Reactive Real-time Data Pipeline
Building Reactive Real-time Data PipelineBuilding Reactive Real-time Data Pipeline
Building Reactive Real-time Data PipelineTrieu Nguyen
 
How we solved Real-time User Segmentation using HBase
How we solved Real-time User Segmentation using HBaseHow we solved Real-time User Segmentation using HBase
How we solved Real-time User Segmentation using HBaseDataWorks Summit
 
Agile data warehouse
Agile data warehouseAgile data warehouse
Agile data warehouseDao Vo
 
Slide 2 collecting, storing and analyzing big data
Slide 2 collecting, storing and analyzing big dataSlide 2 collecting, storing and analyzing big data
Slide 2 collecting, storing and analyzing big dataTrieu Nguyen
 
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)Sid Anand
 
How to build a data driven business in big data age
How to build a data driven business in big data ageHow to build a data driven business in big data age
How to build a data driven business in big data ageTrieu Nguyen
 

Viewers also liked (10)

Introduction to RFX for Backend Developer
Introduction to RFX for Backend DeveloperIntroduction to RFX for Backend Developer
Introduction to RFX for Backend Developer
 
Big data infrastructure todo-tasks Rfx Framework
Big data infrastructure todo-tasks Rfx FrameworkBig data infrastructure todo-tasks Rfx Framework
Big data infrastructure todo-tasks Rfx Framework
 
Parallel and Iterative Processing for Machine Learning Recommendations with S...
Parallel and Iterative Processing for Machine Learning Recommendations with S...Parallel and Iterative Processing for Machine Learning Recommendations with S...
Parallel and Iterative Processing for Machine Learning Recommendations with S...
 
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễn
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễnGiới thiệu cơ bản về Big Data và các ứng dụng thực tiễn
Giới thiệu cơ bản về Big Data và các ứng dụng thực tiễn
 
Building Reactive Real-time Data Pipeline
Building Reactive Real-time Data PipelineBuilding Reactive Real-time Data Pipeline
Building Reactive Real-time Data Pipeline
 
How we solved Real-time User Segmentation using HBase
How we solved Real-time User Segmentation using HBaseHow we solved Real-time User Segmentation using HBase
How we solved Real-time User Segmentation using HBase
 
Agile data warehouse
Agile data warehouseAgile data warehouse
Agile data warehouse
 
Slide 2 collecting, storing and analyzing big data
Slide 2 collecting, storing and analyzing big dataSlide 2 collecting, storing and analyzing big data
Slide 2 collecting, storing and analyzing big data
 
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)
LinkedIn's Segmentation & Targeting Platform (Hadoop Summit 2013)
 
How to build a data driven business in big data age
How to build a data driven business in big data ageHow to build a data driven business in big data age
How to build a data driven business in big data age
 

Similar to From Data Analytics to Fast Data Intelligence

How Python is Tackling Data Integration Challenges in Fintech.pdf
How Python is Tackling Data Integration Challenges in Fintech.pdfHow Python is Tackling Data Integration Challenges in Fintech.pdf
How Python is Tackling Data Integration Challenges in Fintech.pdfFicode Technologies Limited
 
Uncovering hidden stories in logs!
Uncovering hidden stories in logs!Uncovering hidden stories in logs!
Uncovering hidden stories in logs!Chandan Jog
 
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...SPTechCon - Practical Tools and Techniques for the SharePoint Information A...
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...Richard Harbridge
 
Pwc rpa with ui path - raf tiberio
Pwc   rpa with ui path - raf tiberioPwc   rpa with ui path - raf tiberio
Pwc rpa with ui path - raf tiberioraftibe81
 
7_considerations_final
7_considerations_final7_considerations_final
7_considerations_finalJane Roberts
 
Speed Welshpool - Transport Technology, Realtime, PODs and APIs
Speed Welshpool - Transport Technology, Realtime, PODs and APIsSpeed Welshpool - Transport Technology, Realtime, PODs and APIs
Speed Welshpool - Transport Technology, Realtime, PODs and APIsgeorge_edwards
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomasThomas Russell
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomasThomas Russell
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomasThomas Russell
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomasThomas Russell
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomasThomas Vinsen
 
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More putrimeisya
 
Introduction to data mining
Introduction to data miningIntroduction to data mining
Introduction to data miningTaha Mokfi
 
Beyond The Intranet: Digital Workplace Apps, Solutions & Bots
Beyond The Intranet: Digital Workplace Apps, Solutions & BotsBeyond The Intranet: Digital Workplace Apps, Solutions & Bots
Beyond The Intranet: Digital Workplace Apps, Solutions & BotsRichard Harbridge
 
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data HubSFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data HubSouth Tyrol Free Software Conference
 
Splunk for ITOA Breakout Session
Splunk for ITOA Breakout SessionSplunk for ITOA Breakout Session
Splunk for ITOA Breakout SessionSplunk
 
London atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesLondon atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesRudiger Wolf
 

Similar to From Data Analytics to Fast Data Intelligence (20)

How Python is Tackling Data Integration Challenges in Fintech.pdf
How Python is Tackling Data Integration Challenges in Fintech.pdfHow Python is Tackling Data Integration Challenges in Fintech.pdf
How Python is Tackling Data Integration Challenges in Fintech.pdf
 
Uncovering hidden stories in logs!
Uncovering hidden stories in logs!Uncovering hidden stories in logs!
Uncovering hidden stories in logs!
 
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...SPTechCon - Practical Tools and Techniques for the SharePoint Information A...
SPTechCon - Practical Tools and Techniques for the SharePoint Information A...
 
Pwc rpa with ui path - raf tiberio
Pwc   rpa with ui path - raf tiberioPwc   rpa with ui path - raf tiberio
Pwc rpa with ui path - raf tiberio
 
7_considerations_final
7_considerations_final7_considerations_final
7_considerations_final
 
Speed Welshpool - Transport Technology, Realtime, PODs and APIs
Speed Welshpool - Transport Technology, Realtime, PODs and APIsSpeed Welshpool - Transport Technology, Realtime, PODs and APIs
Speed Welshpool - Transport Technology, Realtime, PODs and APIs
 
PatSnap for RD
PatSnap for RDPatSnap for RD
PatSnap for RD
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomas
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomas
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomas
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomas
 
AIT-Portfolio - thomas
AIT-Portfolio - thomasAIT-Portfolio - thomas
AIT-Portfolio - thomas
 
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More
IoT for Manufacturing Supply Chain Logistic, Predictive Maintenance and More
 
Introduction to data mining
Introduction to data miningIntroduction to data mining
Introduction to data mining
 
Beyond The Intranet: Digital Workplace Apps, Solutions & Bots
Beyond The Intranet: Digital Workplace Apps, Solutions & BotsBeyond The Intranet: Digital Workplace Apps, Solutions & Bots
Beyond The Intranet: Digital Workplace Apps, Solutions & Bots
 
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data HubSFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
 
Achieving Hyperautomation with UiPath
Achieving Hyperautomation with UiPathAchieving Hyperautomation with UiPath
Achieving Hyperautomation with UiPath
 
TEC-Roundtable-API
TEC-Roundtable-APITEC-Roundtable-API
TEC-Roundtable-API
 
Splunk for ITOA Breakout Session
Splunk for ITOA Breakout SessionSplunk for ITOA Breakout Session
Splunk for ITOA Breakout Session
 
London atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesLondon atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slides
 

More from Trieu Nguyen

Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdfBuilding Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdfTrieu Nguyen
 
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel BusinessBuilding Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel BusinessTrieu Nguyen
 
Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP Trieu Nguyen
 
How to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDPHow to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDPTrieu Nguyen
 
[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDPTrieu Nguyen
 
Leo CDP - Pitch Deck
Leo CDP - Pitch DeckLeo CDP - Pitch Deck
Leo CDP - Pitch DeckTrieu Nguyen
 
LEO CDP - What's new in 2022
LEO CDP  - What's new in 2022LEO CDP  - What's new in 2022
LEO CDP - What's new in 2022Trieu Nguyen
 
Lộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sảnLộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sảnTrieu Nguyen
 
Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?Trieu Nguyen
 
From Dataism to Customer Data Platform
From Dataism to Customer Data PlatformFrom Dataism to Customer Data Platform
From Dataism to Customer Data PlatformTrieu Nguyen
 
Data collection, processing & organization with USPA framework
Data collection, processing & organization with USPA frameworkData collection, processing & organization with USPA framework
Data collection, processing & organization with USPA frameworkTrieu Nguyen
 
Part 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technologyPart 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technologyTrieu Nguyen
 
Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?Trieu Nguyen
 
How to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation PlatformHow to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation PlatformTrieu Nguyen
 
How to grow your business in the age of digital marketing 4.0
How to grow your business  in the age of digital marketing 4.0How to grow your business  in the age of digital marketing 4.0
How to grow your business in the age of digital marketing 4.0Trieu Nguyen
 
Video Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big dataVideo Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big dataTrieu Nguyen
 
Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)Trieu Nguyen
 
Open OTT - Video Content Platform
Open OTT - Video Content PlatformOpen OTT - Video Content Platform
Open OTT - Video Content PlatformTrieu Nguyen
 
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data AnalysisApache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data AnalysisTrieu Nguyen
 
Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)Trieu Nguyen
 

More from Trieu Nguyen (20)

Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdfBuilding Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
 
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel BusinessBuilding Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
 
Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP
 
How to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDPHow to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDP
 
[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP
 
Leo CDP - Pitch Deck
Leo CDP - Pitch DeckLeo CDP - Pitch Deck
Leo CDP - Pitch Deck
 
LEO CDP - What's new in 2022
LEO CDP  - What's new in 2022LEO CDP  - What's new in 2022
LEO CDP - What's new in 2022
 
Lộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sảnLộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sản
 
Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?
 
From Dataism to Customer Data Platform
From Dataism to Customer Data PlatformFrom Dataism to Customer Data Platform
From Dataism to Customer Data Platform
 
Data collection, processing & organization with USPA framework
Data collection, processing & organization with USPA frameworkData collection, processing & organization with USPA framework
Data collection, processing & organization with USPA framework
 
Part 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technologyPart 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technology
 
Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?
 
How to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation PlatformHow to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation Platform
 
How to grow your business in the age of digital marketing 4.0
How to grow your business  in the age of digital marketing 4.0How to grow your business  in the age of digital marketing 4.0
How to grow your business in the age of digital marketing 4.0
 
Video Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big dataVideo Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big data
 
Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)
 
Open OTT - Video Content Platform
Open OTT - Video Content PlatformOpen OTT - Video Content Platform
Open OTT - Video Content Platform
 
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data AnalysisApache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
 
Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)
 

Recently uploaded

In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraGovindSinghDasila
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...gajnagarg
 
Data Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdfData Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdftheeltifs
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1ranjankumarbehera14
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATIONLakpaYanziSherpa
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangeThinkInnovation
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...nirzagarg
 
Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........EfruzAsilolu
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样wsppdmt
 
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制vexqp
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...gajnagarg
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格q6pzkpark
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...Bertram Ludäscher
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 

Recently uploaded (20)

In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - Almora
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
 
Data Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdfData Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdf
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
 
Abortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get CytotecAbortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get Cytotec
 
Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
 
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
 
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit RiyadhCytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
 

From Data Analytics to Fast Data Intelligence

  • 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. 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. 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. What is Fast Data Intelligence ? http://www.tibco.com/blog/2015/03/27/how-analytics- facilitates-fast-data
  • 5. Why is Data Intelligence ?
  • 6. Analytics could help us see “what’s Going on”
  • 7. and we could see trending events in real-time: Does Vietnamese love football ?correlation said YES
  • 8. Predictive Data Analytics would help us boosting Sale Revenue / Profit Log events Reactive events
  • 10. Key ideas of Analytical Data Intelligence Platform - by RFXLab.com
  • 11. Fast Data Intelligence Architecture
  • 12. Where is Fast Data used in production ?
  • 13. Case Study 1: Fast Data Intelligence for E-commerce
  • 14.
  • 15.
  • 16. Question: Guessing which items user want to buy from heatmap data ?
  • 17. Case Study 2: Fast Data Intelligence for Music Industry
  • 18.
  • 19. Ok, see real code
  • 20.
  • 22. Ok, put the Data Science to Music Taste https://github.com/trieu/learn-spark
  • 23. 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
  • 24. 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