SlideShare a Scribd company logo
Helium makes Zeppelin Fly
Moon soo Lee (moon@zepl.com)
Hoon Park (1ambda@zepl.com)
Ahyoung Ryu (ahyoungryu@zepl.com)
@ZEPL
Who we are?
What is Apache Zeppelin?
A web-based notebook that enables interactive data analytics. You can make beautiful data-driven,
interactive and collaborative documents with SQL, Scala and more.
When do you need Zeppelin?
Engineers Data Scientists Business user
Visualizations
Access control
Report
When multiple tools and different peoples are involved in your data pipeline
JDBC
Notebook
Zeppelin allows use multiple interpreter
(language backend) at the same time
● Real-time collaboration
● Authentication
● Notebook ACL
● Interpreter ACL
● Fine grained interpreter session -
notebook/user mapping
● Built-in scheduler
● Pluggable notebook storage
● Pluggable interpreter
Zeppelin supports multi-user environment
Built-in Visualization
6 Basic visualizations are built-in, (in addition to matplotlib, ggplot integration)
(Table, Bar chart, Pie chart, Area chart, Scatter chart, Line chart)
liumHe
2
4.0026
Hoon Park ZEPL
linkedin.com/in/1ambda
@
Why isn’t it easy to add new visualizations?
- Dependent on Zeppelin release cycle
- Restricted License (e.g. commercial chart)
Problems: Built-in Visualizations
“What if I want to display things differently?”
Let’s add pluggable visualizations
- external add-ons
- can update frequently
- highly customizable
- shared via online registry
Solution?
Problems: Built-in Visualizations
Why isn’t it easy to add new visualizations?
- Restricted License (e.g. highchart)
- Dependent on Zeppelin release cycle
liumHe
2
4.0026
Apache Zeppelin: Helium
VISUALIZATION
DEMO
Helium Visualization Examples
“What about extending Interpreters?”
“Can we leverage Helium framework for interpreters?”
Backgrounds: Interpreter
Execute paragraph (code) and return output
- separated JVM process
- %spark, %jdbc, %python, ...
Apache Zeppelin: Helium
SPELL
It is not easy to add a new interpreter
- interpreters written in Java
- sometimes need to handle HTML dynamically
Can’t be combined with other interpreters
- e.g. Spark + Markdown
- Interpreter != Display System
Problems: Backend Interpreter
“Can we write interpreters easily?”
Backgrounds: Display System
customize interpreted outputs in frontend
- can be combined with interpreters
- %html, %table, %angular, ...
Problems: Backend Interpreter
“Frontend interpreter can be a display system”
Easy to create and handle HTML
- written in JS
- can utilize many existing JS libraries
(flowchart, sigmajs, vega, papaparse, ...)
Can be a display system like %html, %table
- e.g. Spark Interpreter + Markdown Display
- allows to customize output %myGraph
SPELL: Frontend Interpreter
Apache Zeppelin: Helium
SPELL
DEMO
Helium Spell Examples
lium Online RegistryHe
2
4.0026
Ahyoung Ryu @ ZEPL
linkedin.com/in/AhyoungRyu
How can we share
VISUALIZATION or
SPELL
packages?
ONLINE REGISTRIES
ONLINE REGISTRIES
ONLINE REGISTRIES
Online Registry for Helium packages?
THEN WE SHOULD CONSIDER
1. Who/ How can we build up the infra and operate the service?
- Need to set up the authentication system
- Need user/ package DB
- Versioning/ building / packaging
- …
2. External library Licenses
Too complicated..
Is there any other SIMPLE way to solve this?
A SOLUTION ALREADY EXISTED
A SOLUTION ALREADY EXISTED
Helium VISUALIZATION & SPELL packages are
package
A SOLUTION ALREADY EXISTED
The package information can be saved in registry!
Helium VISUALIZATION & SPELL packages are
package
Then, is there any way to fetch
ONLY Helium package information
from registry?
Create
a Helium package
HOW?
HOW?
Publish it to
Registry
http://registry.npmjs.org/
Create
a Helium package
HOW?
Publish it to
Registry
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
Does the package has zeppelin-vis or
zeppelin-spell as its dependency?
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
If so, take only necessary metadata:
- name
- description
- version
- license
- ...
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
Integrate
whole data and create
helium.json
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
Integrate
whole data and create
helium.json
Save the file in
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
Save the file in
Trigger
Lambda function
every 1 hour using
Integrate
whole data and create
helium.json
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
HOW?
Publish it to
Registry
Read
helium.json
Integrate
whole data and create
helium.json
Trigger
Lambda function
every 1 hour using
Save the file in
Filter Helium pkg
& fetch only
necessary metadata
Create
a Helium package
JIRA ISSUES
- ZEPPELIN-1973 : List all available Helium packages in Zeppelin website
- ZEPPELIN-2004 : List helium packages in Zeppelin GUI by reading file
WHEN CAN I USE THIS?
- Not included in Zeppelin latest version 0.7.X
- Will be available in Zeppelin 0.8.0
- Release plan ?
extends Zeppelin eco-system
Interpreters
liumHe
2
4.0026
Visualizations
Spell
Map
Heatmap
Range
Bubble
Spline
Sigma
D3
Markdown Translator
Flowchart
Spark
Python
JDBC Groovy
Geode
FlinkCassandra
Kylin
Users / Developers
2833
3rd parties
Useful service
Zeppelin notebook online viewer
https://www.zeppelinhub.com/viewer
Notebook sharing and collaboration
https://www.zeppelinhub.com
Future Roadmap
0.7.2
- Maintenance release.
0.8.0
- Helium online registry.
- Interpreter Cluster mode.
1.0
- Finest, the most stable release
2Q
/2017
3Q
/2017
3-4Q
/2017
Hopefully
Thanks
Q&A

More Related Content

What's hot

Building an API with Django and Django REST Framework
Building an API with Django and Django REST FrameworkBuilding an API with Django and Django REST Framework
Building an API with Django and Django REST Framework
Christopher Foresman
 
Knowing Laravel 5 : The most popular PHP framework
Knowing Laravel 5 : The most popular PHP frameworkKnowing Laravel 5 : The most popular PHP framework
Knowing Laravel 5 : The most popular PHP framework
Bukhori Aqid
 
Apache Camel - The integration library
Apache Camel - The integration libraryApache Camel - The integration library
Apache Camel - The integration library
Claus Ibsen
 
Microservices with Apache Camel
Microservices with Apache CamelMicroservices with Apache Camel
Microservices with Apache Camel
Claus Ibsen
 
OpenFaaS JeffConf 2017 - Milan
OpenFaaS JeffConf 2017 - MilanOpenFaaS JeffConf 2017 - Milan
OpenFaaS JeffConf 2017 - Milan
Alex Ellis
 
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜 AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
崇之 清水
 
Interoperability at Apache Software Foundation
Interoperability at Apache Software FoundationInteroperability at Apache Software Foundation
Interoperability at Apache Software Foundation
Paolo Mottadelli
 
Running Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on HadoopRunning Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on Hadoop
clairvoyantllc
 
OpenFaaS serverless framework for Docker and Kubernetes - London
OpenFaaS serverless framework for Docker and Kubernetes - LondonOpenFaaS serverless framework for Docker and Kubernetes - London
OpenFaaS serverless framework for Docker and Kubernetes - London
Alex Ellis
 
Function as a Service
Function as a ServiceFunction as a Service
Function as a Service
rich fernandez
 
Alfresco Development Framework Basic
Alfresco Development Framework BasicAlfresco Development Framework Basic
Alfresco Development Framework Basic
Mario Romano
 
Microservices with apache_camel_barcelona
Microservices with apache_camel_barcelonaMicroservices with apache_camel_barcelona
Microservices with apache_camel_barcelona
Claus Ibsen
 
Getting started with Apache Camel - jDays 2013
Getting started with Apache Camel - jDays 2013Getting started with Apache Camel - jDays 2013
Getting started with Apache Camel - jDays 2013
Claus Ibsen
 
OpenFaaS 2019 Project Update
OpenFaaS 2019 Project UpdateOpenFaaS 2019 Project Update
OpenFaaS 2019 Project Update
Alex Ellis
 
Manage any AWS resources with Terraform 0.12 - April 2020
Manage any AWS resources with Terraform 0.12 - April 2020Manage any AWS resources with Terraform 0.12 - April 2020
Manage any AWS resources with Terraform 0.12 - April 2020
Anton Babenko
 
Integration using Apache Camel and Groovy
Integration using Apache Camel and GroovyIntegration using Apache Camel and Groovy
Integration using Apache Camel and Groovy
Claus Ibsen
 
Getting started with Apache Camel - May 2013
Getting started with Apache Camel - May 2013Getting started with Apache Camel - May 2013
Getting started with Apache Camel - May 2013
Claus Ibsen
 
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
Claus Ibsen
 

What's hot (20)

Building an API with Django and Django REST Framework
Building an API with Django and Django REST FrameworkBuilding an API with Django and Django REST Framework
Building an API with Django and Django REST Framework
 
Knowing Laravel 5 : The most popular PHP framework
Knowing Laravel 5 : The most popular PHP frameworkKnowing Laravel 5 : The most popular PHP framework
Knowing Laravel 5 : The most popular PHP framework
 
Apache Camel - The integration library
Apache Camel - The integration libraryApache Camel - The integration library
Apache Camel - The integration library
 
Microservices with Apache Camel
Microservices with Apache CamelMicroservices with Apache Camel
Microservices with Apache Camel
 
OpenFaaS JeffConf 2017 - Milan
OpenFaaS JeffConf 2017 - MilanOpenFaaS JeffConf 2017 - Milan
OpenFaaS JeffConf 2017 - Milan
 
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜 AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
AWS SDK for PHP のインストールから 始めるクラウドマスターへの道 〜 Promise による非同期オペレーション 〜
 
Interoperability at Apache Software Foundation
Interoperability at Apache Software FoundationInteroperability at Apache Software Foundation
Interoperability at Apache Software Foundation
 
Running Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on HadoopRunning Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on Hadoop
 
Apache Flink Hands-On
Apache Flink Hands-OnApache Flink Hands-On
Apache Flink Hands-On
 
OpenFaaS serverless framework for Docker and Kubernetes - London
OpenFaaS serverless framework for Docker and Kubernetes - LondonOpenFaaS serverless framework for Docker and Kubernetes - London
OpenFaaS serverless framework for Docker and Kubernetes - London
 
Presentation tim numann
Presentation tim numannPresentation tim numann
Presentation tim numann
 
Function as a Service
Function as a ServiceFunction as a Service
Function as a Service
 
Alfresco Development Framework Basic
Alfresco Development Framework BasicAlfresco Development Framework Basic
Alfresco Development Framework Basic
 
Microservices with apache_camel_barcelona
Microservices with apache_camel_barcelonaMicroservices with apache_camel_barcelona
Microservices with apache_camel_barcelona
 
Getting started with Apache Camel - jDays 2013
Getting started with Apache Camel - jDays 2013Getting started with Apache Camel - jDays 2013
Getting started with Apache Camel - jDays 2013
 
OpenFaaS 2019 Project Update
OpenFaaS 2019 Project UpdateOpenFaaS 2019 Project Update
OpenFaaS 2019 Project Update
 
Manage any AWS resources with Terraform 0.12 - April 2020
Manage any AWS resources with Terraform 0.12 - April 2020Manage any AWS resources with Terraform 0.12 - April 2020
Manage any AWS resources with Terraform 0.12 - April 2020
 
Integration using Apache Camel and Groovy
Integration using Apache Camel and GroovyIntegration using Apache Camel and Groovy
Integration using Apache Camel and Groovy
 
Getting started with Apache Camel - May 2013
Getting started with Apache Camel - May 2013Getting started with Apache Camel - May 2013
Getting started with Apache Camel - May 2013
 
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
Getting started with Apache Camel presentation at BarcelonaJUG, january 2014
 

Similar to Apache Zeppelin and Helium @ApacheCon 2017 may, FL

Helium makes Zeppelin fly!
Helium makes Zeppelin fly!Helium makes Zeppelin fly!
Helium makes Zeppelin fly!
DataWorks Summit
 
Flink in action
Flink in actionFlink in action
Flink in action
Artem Semenenko
 
Apache Zeppelin, Helium and Beyond
Apache Zeppelin, Helium and BeyondApache Zeppelin, Helium and Beyond
Apache Zeppelin, Helium and Beyond
DataWorks Summit/Hadoop Summit
 
Data science lifecycle with Apache Zeppelin
Data science lifecycle with Apache ZeppelinData science lifecycle with Apache Zeppelin
Data science lifecycle with Apache Zeppelin
DataWorks Summit/Hadoop Summit
 
Introduction To Eclipse RCP
Introduction To Eclipse RCPIntroduction To Eclipse RCP
Introduction To Eclipse RCP
whbath
 
Cakefest higher education
Cakefest higher educationCakefest higher education
Cakefest higher educationtherealphpdiddy
 
From content to search: speed-dating Apache Solr (ApacheCON 2018)
From content to search: speed-dating Apache Solr (ApacheCON 2018)From content to search: speed-dating Apache Solr (ApacheCON 2018)
From content to search: speed-dating Apache Solr (ApacheCON 2018)
Alexandre Rafalovitch
 
Php Conference Brazil - Phalcon Giant Killer
Php Conference Brazil - Phalcon Giant KillerPhp Conference Brazil - Phalcon Giant Killer
Php Conference Brazil - Phalcon Giant Killer
Jackson F. de A. Mafra
 
Unified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache FlinkUnified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache Flink
Slim Baltagi
 
Eclipse Overview
Eclipse Overview Eclipse Overview
Eclipse Overview
Lars Vogel
 
Apache Zeppelin Helium and Beyond
Apache Zeppelin Helium and BeyondApache Zeppelin Helium and Beyond
Apache Zeppelin Helium and Beyond
DataWorks Summit/Hadoop Summit
 
Developing OpenResty Framework
Developing OpenResty FrameworkDeveloping OpenResty Framework
Developing OpenResty Framework
OpenRestyCon
 
Flyr PHP micro-framework
Flyr PHP micro-frameworkFlyr PHP micro-framework
Flyr PHP micro-framework
Siro Díaz Palazón
 
Phalcon 2 - PHP Brazil Conference
Phalcon 2 - PHP Brazil ConferencePhalcon 2 - PHP Brazil Conference
Phalcon 2 - PHP Brazil Conference
Jackson F. de A. Mafra
 
How to? Drupal developer toolkit. Dennis Povshedny.
How to? Drupal developer toolkit. Dennis Povshedny.How to? Drupal developer toolkit. Dennis Povshedny.
How to? Drupal developer toolkit. Dennis Povshedny.DrupalCampDN
 
Introduction to node.js
Introduction to node.jsIntroduction to node.js
Introduction to node.js
Su Zin Kyaw
 
Headless approach for offloading heavy tasks in Magento
Headless approach for offloading heavy tasks in MagentoHeadless approach for offloading heavy tasks in Magento
Headless approach for offloading heavy tasks in Magento
Sander Mangel
 

Similar to Apache Zeppelin and Helium @ApacheCon 2017 may, FL (20)

Helium makes Zeppelin fly!
Helium makes Zeppelin fly!Helium makes Zeppelin fly!
Helium makes Zeppelin fly!
 
Flink in action
Flink in actionFlink in action
Flink in action
 
Apache Zeppelin, Helium and Beyond
Apache Zeppelin, Helium and BeyondApache Zeppelin, Helium and Beyond
Apache Zeppelin, Helium and Beyond
 
Data science lifecycle with Apache Zeppelin
Data science lifecycle with Apache ZeppelinData science lifecycle with Apache Zeppelin
Data science lifecycle with Apache Zeppelin
 
Introduction To Eclipse RCP
Introduction To Eclipse RCPIntroduction To Eclipse RCP
Introduction To Eclipse RCP
 
Cakefest higher education
Cakefest higher educationCakefest higher education
Cakefest higher education
 
Drupal development
Drupal development Drupal development
Drupal development
 
From content to search: speed-dating Apache Solr (ApacheCON 2018)
From content to search: speed-dating Apache Solr (ApacheCON 2018)From content to search: speed-dating Apache Solr (ApacheCON 2018)
From content to search: speed-dating Apache Solr (ApacheCON 2018)
 
Php Conference Brazil - Phalcon Giant Killer
Php Conference Brazil - Phalcon Giant KillerPhp Conference Brazil - Phalcon Giant Killer
Php Conference Brazil - Phalcon Giant Killer
 
Unified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache FlinkUnified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache Flink
 
Eclipse Overview
Eclipse Overview Eclipse Overview
Eclipse Overview
 
Lightweight web frameworks
Lightweight web frameworksLightweight web frameworks
Lightweight web frameworks
 
Apache Zeppelin Helium and Beyond
Apache Zeppelin Helium and BeyondApache Zeppelin Helium and Beyond
Apache Zeppelin Helium and Beyond
 
php basics
php basicsphp basics
php basics
 
Developing OpenResty Framework
Developing OpenResty FrameworkDeveloping OpenResty Framework
Developing OpenResty Framework
 
Flyr PHP micro-framework
Flyr PHP micro-frameworkFlyr PHP micro-framework
Flyr PHP micro-framework
 
Phalcon 2 - PHP Brazil Conference
Phalcon 2 - PHP Brazil ConferencePhalcon 2 - PHP Brazil Conference
Phalcon 2 - PHP Brazil Conference
 
How to? Drupal developer toolkit. Dennis Povshedny.
How to? Drupal developer toolkit. Dennis Povshedny.How to? Drupal developer toolkit. Dennis Povshedny.
How to? Drupal developer toolkit. Dennis Povshedny.
 
Introduction to node.js
Introduction to node.jsIntroduction to node.js
Introduction to node.js
 
Headless approach for offloading heavy tasks in Magento
Headless approach for offloading heavy tasks in MagentoHeadless approach for offloading heavy tasks in Magento
Headless approach for offloading heavy tasks in Magento
 

Recently uploaded

By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024
Pierluigi Pugliese
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems S.M.S.A.
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
Neo4j
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
DianaGray10
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Aggregage
 
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
Neo4j
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
Ana-Maria Mihalceanu
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Paige Cruz
 
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the  Possible with Graph - Q2 2024GraphSummit Singapore | The Art of the  Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
Neo4j
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
Alpen-Adria-Universität
 
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptxSecstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
nkrafacyberclub
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
Kari Kakkonen
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
Uni Systems S.M.S.A.
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
Laura Byrne
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
Neo4j
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
Matthew Sinclair
 
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AI
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIEnchancing adoption of Open Source Libraries. A case study on Albumentations.AI
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AI
Vladimir Iglovikov, Ph.D.
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
Matthew Sinclair
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
Aftab Hussain
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
danishmna97
 

Recently uploaded (20)

By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
 
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
 
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the  Possible with Graph - Q2 2024GraphSummit Singapore | The Art of the  Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
 
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptxSecstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
 
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AI
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIEnchancing adoption of Open Source Libraries. A case study on Albumentations.AI
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AI
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
 

Apache Zeppelin and Helium @ApacheCon 2017 may, FL