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Table of Contents

Overview

Technology around Business Intelligence (BI) has been developed since 1990s. Most of the BI tools was built because of the sprout of Relation Database Management System (RDBMS). After many years of development and evolution, BI is now a pretty mature area that most modern corporations embrace and has a long history to help human to understand data in an intuited way.

On the other hand, the growth of AI has been exploded since 2010s. AI models can now run on Big Data much more cost effective than years ago by ever-improving algorithms in a lightening speed. However, speed without correct direction can lead to issues such as bias results, if not disaster.

Hence, there is a need for the convergence of traditional BI and AI disciplines including Machine Learning, Deep Learning by this equation AI + BI = CI.

The goal of this committee is to integrate the power of AI and BI to make it CI (Cognitive Intelligence) by combing the speed machines accelerate (AI) with the direction intuited by human insight (BI). We have the following mission:

  • Increase the interoperability for the BI vendors and AI technology
  • Propose industry best practices and standard for how BI and AI can work together
  • Promote practical guidelines on how to run AI model on BI tools

2021 Initiative Open BI/AI Connectivity OBAIC

  • “AI ODBC for BI”
  • Once this is defined and developed, BI vendors can connect to any AI framework (TensorFlow, PyTorch… etc) freely without concerning about the underlying implementation, just like what we used to have for database with ODBC
  • As a BI platform, what specific call do I need this standard to provide so that I can better leverage any underlying AI/ML framework?
  • As an AI practitioner, what should be the common denominator an AI framework should provide to support this standard?

Mailing Lists

Participants

ChairpersonCupid Chan 

Name

Affiliation

Email

LF ID

Travis AddairPredibasetgaddair@gmail.com
Cupid Chan4C Decisioncchan@pistevodecision.com 
Xiangxiang MengRedfinxiangxiang.meng@redfin.com
Piero MolinoPredibasepiero.molino@gmail.com
Prashant NatarajanH2O.aiprashant.natarajan@gmail.com 
Deepak KaruppiahMicroStrategydnesmith@microstrategy.com 
Nancy RauschSASNancy.Rausch@sas.com
Dalton RuerQlikDalton.Ruer@qlik.com


Sachin SinhaMicrosoftsachin.sinha@microsoft.com
Yi ShaoIBMshaoyi@cn.ibm.com
Gerard ValerioTableaugvalerio@tableau.com
Lingyan YinSalesforcelingyan.yin@salesforce.com

Past Publication

Human-Centered AI for BI Industry:  https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/2020-LF-AI-%5E0-Data-Human_Centered-AI.pdf

BI Endgame - When BI Meets AI: https://www.odpi.org/wp-content/uploads/sites/9/2019/11/BI-Endgame-When-AI-Meets-BI.pdf

“BI”g Data: https://www.odpi.org/wp-content/uploads/sites/9/2018/12/ODPi_Whitepaper_BIGData.pdf 

Data Science Notebook Guideline: https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/odpi_wp_data_science_notebook_guidelines_111617.pdf 

Meetings

How to Join:

Bi-weekly meeting every other Wednesday at 4PM ET: https://lists.lfaidata.foundation/g/biai-discussion/ics/9276550/1026026445/feed.ics

https://umd.zoom.us/j/96695340839?pwd=Z1o5bUR1VkhJRFJmcW83bDdrTjA0dz09 

Meeting Content (minutes / recording / slides / other):

  • 2021-02-03 

    Widget Connector
    urlhttp://youtube.com/watch?v=KTdr2OkLl-o

  • 2020-02-17 
    Widget Connector
    urlhttp://youtube.com/watch?v=ktDPN6xwJAs
  • 2020-03-03 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=hpVOpyFfoSE
  • 2020-03-17 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=HfHnHcDcOio
  • 2021-04-14: 
    Widget Connector
    urlhttp://youtube.com/watch?v=7qXhXa9iQ9o
  • 2021-04-28: 
    Widget Connector
    urlhttp://youtube.com/watch?v=aGdBgjOWgHk
  • 2021-05-12: 
    Widget Connector
    urlhttp://youtube.com/watch?v=_wE_szFLV6I
  • 2021-06-09: 
    Widget Connector
    urlhttp://youtube.com/watch?v=DbJhiNZzAPs
  • 2021-06-23: 
    Widget Connector
    urlhttp://youtube.com/watch?v=dYFqfXq1YWY
  • 2021-07-07: 
    Widget Connector
    urlhttp://youtube.com/watch?v=3oFKhtezLgs
  • 2021-08-04: 
    Widget Connector
    urlhttp://youtube.com/watch?v=oWfWfipUyF4
  • 2021-08-18: 
    Widget Connector
    urlhttp://youtube.com/watch?v=BITthXQ0SPA
  • 2021-09-01: 
    Widget Connector
    urlhttp://youtube.com/watch?v=vY6ZuTwlksA
  • 2021-09-15: 
    Widget Connector
    urlhttp://youtube.com/watch?v=ActWTuC9FDY
  • 2021-10-13: 
    Widget Connector
    urlhttp://youtube.com/watch?v=fIj3Bop0FkE
     

Table of Contents

Overview

Technology around Business Intelligence (BI) has been developed since 1990s. Most of the BI tools was built because of the sprout of Relation Database Management System (RDBMS). After many years of development and evolution, BI is now a pretty mature area that most modern corporations embrace and has a long history to help human to understand data in an intuited way.

On the other hand, the growth of AI has been exploded since 2010s. AI models can now run on Big Data much more cost effective than years ago by ever-improving algorithms in a lightening speed. However, speed without correct direction can lead to issues such as bias results, if not disaster.

Hence, there is a need for the convergence of traditional BI and AI disciplines including Machine Learning, Deep Learning by this equation AI + BI = CI.

The goal of this committee is to integrate the power of AI and BI to make it CI (Cognitive Intelligence) by combing the speed machines accelerate (AI) with the direction intuited by human insight (BI). We have the following mission:

  • Increase the interoperability for the BI vendors and AI technology
  • Propose industry best practices and standard for how BI and AI can work together
  • Promote practical guidelines on how to run AI model on BI tools

2021 Initiative Open BI/AI Connectivity OBAIC

  • “AI ODBC for BI”
  • Once this is defined and developed, BI vendors can connect to any AI framework (TensorFlow, PyTorch… etc) freely without concerning about the underlying implementation, just like what we used to have for database with ODBC
  • As a BI platform, what specific call do I need this standard to provide so that I can better leverage any underlying AI/ML framework?
  • As an AI practitioner, what should be the common denominator an AI framework should provide to support this standard?

Mailing Lists

Participants

ChairpersonCupid Chan 

Name

Affiliation

Email

LF ID

Travis AddairPredibasetgaddair@gmail.com
Cupid Chan4C Decisioncchan@4cdecision.com 
Xiangxiang MengRedfinxiangxiang.meng@redfin.com
Piero MolinoPredibasepiero.molino@gmail.com
Prashant NatarajanH2O.aiprashant.natarajan@gmail.com 
Deepak KaruppiahMicroStrategydnesmith@microstrategy.com 
Nancy RauschSASNancy.Rausch@sas.com
Dalton RuerQlikDalton.Ruer@qlik.com


Sachin SinhaMicrosoftsachin.sinha@microsoft.com
Yi ShaoIBMshaoyi@cn.ibm.com
Gerard ValerioTableaugvalerio@tableau.com
Lingyan YinSalesforcelingyan.yin@salesforce.com

Past Publication

Human-Centered AI for BI Industry:  https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/2020-LF-AI-%5E0-Data-Human_Centered-AI.pdf

BI Endgame - When BI Meets AI: https://www.odpi.org/wp-content/uploads/sites/9/2019/11/BI-Endgame-When-AI-Meets-BI.pdf

“BI”g Data: https://www.odpi.org/wp-content/uploads/sites/9/2018/12/ODPi_Whitepaper_BIGData.pdf 

Data Science Notebook Guideline: https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/odpi_wp_data_science_notebook_guidelines_111617.pdf 

Meetings

How to Join:

Bi-weekly meeting every other Wednesday at 4PM ET: https://lists.lfaidata.foundation/g/biai-discussion/ics/9276550/1026026445/feed.ics

https://umd.zoom.us/j/96695340839?pwd=Z1o5bUR1VkhJRFJmcW83bDdrTjA0dz09 

Meeting Content (minutes / recording / slides / other):

  • 2021-02-03 

    Widget Connector
    urlhttp://youtube.com/watch?v=KTdr2OkLl-o

  • 2020-02-17 
    Widget Connector
    urlhttp://youtube.com/watch?v=ktDPN6xwJAs
  • 2020-03-03 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=hpVOpyFfoSE
  • 2020-03-17 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=HfHnHcDcOio
  • 2021-04-14: 
    Widget Connector
    urlhttp://youtube.com/watch?v=7qXhXa9iQ9o
  • 2021-04-28: 
    Widget Connector
    urlhttp://youtube.com/watch?v=aGdBgjOWgHk
  • 2021-05-12: 
    Widget Connector
    urlhttp://youtube.com/watch?v=_wE_szFLV6I
  • 2021-06-09: 
    Widget Connector
    urlhttp://youtube.com/watch?v=DbJhiNZzAPs
  • 2021-06-23: 
    Widget Connector
    urlhttp://youtube.com/watch?v=dYFqfXq1YWY
  • 2021-07-07: 
    Widget Connector
    urlhttp://youtube.com/watch?v=3oFKhtezLgs
  • 2021-08-04: 
    Widget Connector
    urlhttp://youtube.com/watch?v=oWfWfipUyF4
  • 2021-08-18: 
    Widget Connector
    urlhttp://youtube.com/watch?v=BITthXQ0SPA
  • 2021-09-01: 
    Widget Connector
    urlhttp://youtube.com/watch?v=vY6ZuTwlksA
  • 2021-09-15: 
    Widget Connector
    urlhttp://youtube.com/watch?v=ActWTuC9FDY
  • 2021-09-29: 
    Widget Connector
    urlhttp://youtube.com/watch?v=FM1p_0FVIHo

Table of Contents

Overview

Technology around Business Intelligence (BI) has been developed since 1990s. Most of the BI tools was built because of the sprout of Relation Database Management System (RDBMS). After many years of development and evolution, BI is now a pretty mature area that most modern corporations embrace and has a long history to help human to understand data in an intuited way.

On the other hand, the growth of AI has been exploded since 2010s. AI models can now run on Big Data much more cost effective than years ago by ever-improving algorithms in a lightening speed. However, speed without correct direction can lead to issues such as bias results, if not disaster.

Hence, there is a need for the convergence of traditional BI and AI disciplines including Machine Learning, Deep Learning by this equation AI + BI = CI.

The goal of this committee is to integrate the power of AI and BI to make it CI (Cognitive Intelligence) by combing the speed machines accelerate (AI) with the direction intuited by human insight (BI). We have the following mission:

  • Increase the interoperability for the BI vendors and AI technology
  • Propose industry best practices and standard for how BI and AI can work together
  • Promote practical guidelines on how to run AI model on BI tools

2021 Initiative Open BI/AI Connectivity OBAIC

  • “AI ODBC for BI”
  • Once this is defined and developed, BI vendors can connect to any AI framework (TensorFlow, PyTorch… etc) freely without concerning about the underlying implementation, just like what we used to have for database with ODBC
  • As a BI platform, what specific call do I need this standard to provide so that I can better leverage any underlying AI/ML framework?
  • As an AI practitioner, what should be the common denominator an AI framework should provide to support this standard?

Mailing Lists

Participants

ChairpersonCupid Chan 

Name

Affiliation

Email

LF ID

Travis AddairPredibasetgaddair@gmail.com
Cupid Chan4C Decisioncchan@pistevodecision.com 
Xiangxiang MengRedfinxiangxiang.meng@redfin.com
Piero MolinoPredibasepiero.molino@gmail.com
Prashant NatarajanH2O.aiprashant.natarajan@gmail.com 
Deepak KaruppiahMicroStrategydnesmith@microstrategy.com 
Nancy RauschSASNancy.Rausch@sas.com
Dalton RuerQlikDalton.Ruer@qlik.com


Sachin SinhaMicrosoftsachin.sinha@microsoft.com
Yi ShaoIBMshaoyi@cn.ibm.com
Gerard ValerioTableaugvalerio@tableau.com
Lingyan YinSalesforcelingyan.yin@salesforce.com

Past Publication

Human-Centered AI for BI Industry:  https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/2020-LF-AI-%5E0-Data-Human_Centered-AI.pdf

BI Endgame - When BI Meets AI: https://www.odpi.org/wp-content/uploads/sites/9/2019/11/BI-Endgame-When-AI-Meets-BI.pdf

“BI”g Data: https://www.odpi.org/wp-content/uploads/sites/9/2018/12/ODPi_Whitepaper_BIGData.pdf 

Data Science Notebook Guideline: https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/odpi_wp_data_science_notebook_guidelines_111617.pdf 

Meetings

How to Join:

Bi-weekly meeting every other Wednesday at 4PM ET: https://lists.lfaidata.foundation/g/biai-discussion/ics/9276550/1026026445/feed.ics

https://umd.zoom.us/j/96695340839?pwd=Z1o5bUR1VkhJRFJmcW83bDdrTjA0dz09 

Meeting Content (minutes / recording / slides / other):

  • 2021-02-03 

    Widget Connector
    urlhttp://youtube.com/watch?v=KTdr2OkLl-o

  • 2020-02-17 
    Widget Connector
    urlhttp://youtube.com/watch?v=ktDPN6xwJAs
  • 2020-03-03 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=hpVOpyFfoSE
  • 2020-03-17 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=HfHnHcDcOio
  • 2021-04-14: 
    Widget Connector
    urlhttp://youtube.com/watch?v=7qXhXa9iQ9o
  • 2021-04-28: 
    Widget Connector
    urlhttp://youtube.com/watch?v=aGdBgjOWgHk
  • 2021-05-12: 
    Widget Connector
    urlhttp://youtube.com/watch?v=_wE_szFLV6I
  • 2021-06-09: 
    Widget Connector
    urlhttp://youtube.com/watch?v=DbJhiNZzAPs
  • 2021-06-23: 
    Widget Connector
    urlhttp://youtube.com/watch?v=dYFqfXq1YWY
  • 2021-07-07: 
    Widget Connector
    urlhttp://youtube.com/watch?v=3oFKhtezLgs
  • 2021-08-04: 
    Widget Connector
    urlhttp://youtube.com/watch?v=oWfWfipUyF4
  • 2021-08-18: 
    Widget Connector
    urlhttp://youtube.com/watch?v=BITthXQ0SPA
  • 2021-09-01: 
    Widget Connector
    urlhttp://youtube.com/watch?v=vY6ZuTwlksA
  • 2021-09-15: 
    Widget Connector
    urlhttp://youtube.com/watch?v=ActWTuC9FDY

Table of Contents

Overview

Technology around Business Intelligence (BI) has been developed since 1990s. Most of the BI tools was built because of the sprout of Relation Database Management System (RDBMS). After many years of development and evolution, BI is now a pretty mature area that most modern corporations embrace and has a long history to help human to understand data in an intuited way.

On the other hand, the growth of AI has been exploded since 2010s. AI models can now run on Big Data much more cost effective than years ago by ever-improving algorithms in a lightening speed. However, speed without correct direction can lead to issues such as bias results, if not disaster.

Hence, there is a need for the convergence of traditional BI and AI disciplines including Machine Learning, Deep Learning by this equation AI + BI = CI.

The goal of this committee is to integrate the power of AI and BI to make it CI (Cognitive Intelligence) by combing the speed machines accelerate (AI) with the direction intuited by human insight (BI). We have the following mission:

  • Increase the interoperability for the BI vendors and AI technology
  • Propose industry best practices and standard for how BI and AI can work together
  • Promote practical guidelines on how to run AI model on BI tools

2021 Initiative Open BI/AI Connectivity OBAIC

  • “AI ODBC for BI”
  • Once this is defined and developed, BI vendors can connect to any AI framework (TensorFlow, PyTorch… etc) freely without concerning about the underlying implementation, just like what we used to have for database with ODBC
  • As a BI platform, what specific call do I need this standard to provide so that I can better leverage any underlying AI/ML framework?
  • As an AI practitioner, what should be the common denominator an AI framework should provide to support this standard?

Mailing Lists

Participants

ChairpersonCupid Chan 

Name

Affiliation

Email

LF ID

Travis AddairPredibasetgaddair@gmail.com
Cupid Chan4C Decisioncchan@4cdecision.com 
Xiangxiang MengRedfinxiangxiang.meng@redfin.com
Piero MolinoPredibasepiero.molino@gmail.com
Prashant NatarajanH2O.aiprashant.natarajan@gmail.com 
Deepak KaruppiahMicroStrategydnesmith@microstrategy.com 
Nancy RauschSASNancy.Rausch@sas.com
Dalton RuerQlikDalton.Ruer@qlik.com


Sachin SinhaMicrosoftsachin.sinha@microsoft.com
Yi ShaoIBMshaoyi@cn.ibm.com
Gerard ValerioTableaugvalerio@tableau.com
Lingyan YinSalesforcelingyan.yin@salesforce.com

Past Publication

Human-Centered AI for BI Industry:  https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/2020-LF-AI-%5E0-Data-Human_Centered-AI.pdf

BI Endgame - When BI Meets AI: https://www.odpi.org/wp-content/uploads/sites/9/2019/11/BI-Endgame-When-AI-Meets-BI.pdf

“BI”g Data: https://www.odpi.org/wp-content/uploads/sites/9/2018/12/ODPi_Whitepaper_BIGData.pdf 

Data Science Notebook Guideline: https://lfaidata.foundation/wp-content/uploads/sites/68/2020/12/odpi_wp_data_science_notebook_guidelines_111617.pdf 

Meetings

How to Join:

Bi-weekly meeting every other Wednesday at 4PM ET: https://lists.lfaidata.foundation/g/biai-discussion/ics/9276550/1026026445/feed.ics

https://umd.zoom.us/j/96695340839?pwd=Z1o5bUR1VkhJRFJmcW83bDdrTjA0dz09 

Meeting Content (minutes / recording / slides / other):

  • 2021-02-03 

    Widget Connector
    urlhttp://youtube.com/watch?v=KTdr2OkLl-o

  • 2020-02-17 
    Widget Connector
    urlhttp://youtube.com/watch?v=ktDPN6xwJAs
  • 2020-03-03 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=hpVOpyFfoSE
  • 2020-03-17 
    Widget Connector
    urlhttps://www.youtube.com/watch?v=HfHnHcDcOio
  • 2021-04-14: 
    Widget Connector
    urlhttp://youtube.com/watch?v=7qXhXa9iQ9o
  • 2021-04-28: 
    Widget Connector
    urlhttp://youtube.com/watch?v=aGdBgjOWgHk
  • 2021-05-12: 
    Widget Connector
    urlhttp://youtube.com/watch?v=_wE_szFLV6I
  • 2021-06-09: 
    Widget Connector
    urlhttp://youtube.com/watch?v=DbJhiNZzAPs
  • 2021-06-23: 
    Widget Connector
    urlhttp://youtube.com/watch?v=dYFqfXq1YWY
  • 2021-07-07: 
    Widget Connector
    urlhttp://youtube.com/watch?v=3oFKhtezLgs
  • 2021-08-04: 
    Widget Connector
    urlhttp://youtube.com/watch?v=oWfWfipUyF4
  • 2021-08-18: 
    Widget Connector
    urlhttp://youtube.com/watch?v=BITthXQ0SPA
  • 2021-09-01: 
    Widget Connector
    urlhttp://youtube.com/watch?v=vY6ZuTwlksA
  • 2021-09-15: 
    Widget Connector
    urlhttp://youtube.com/watch?v=ActWTuC9FDY
  • 2021-09-29: 
    Widget Connector
    urlhttp://youtube.com/watch?v=FM1p_0FVIHo