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
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?
OBAIC Initiative
- Details on this page: Open Business and Artificial Intelligence Connectivity (OBAIC)
Mailing Mailing Lists
- General Discussion list - https://lists.lfaidata.foundation/g/biai-discussion
- Announcements list - https://lists.lfaidata.foundation/g/biai-announce
Participants
Chairperson: Cupid Chan
Name | Affiliation | LF ID |
---|
Cupid Chan | Pistevo Decision | cchan@pistevodecision |
.com | |
Deepak Karuppiah |
MicroStrategy |
dnesmith@microstrategy.com |
Stu Sztukowski | SAS | stu.sztukowski@sas.com | Stu Sztukowski |
Joe Madden | SAS | joseph.madden@sas.com | |
Dalton Ruer | Qlik | Dalton.Ruer@qlik.com | |
Sachin Sinha | Microsoft | sachin.sinha@microsoft.com |
Yi Shao | IBM | shaoyi@cn.ibm.com |
Jeffrey Tang |
Predibaes |
jeffreyftang@gmail.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):
Effective BI Visualization for AI Prediction
Part 1: Continuous Prediction
View file name 2023 effective_bi_visualization_for_ai_pred_part1rev3.pdf height 250
Part 2: Forecasting
View file | ||||
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Part 3: Text Analytics
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Part 4: What-if Analysis
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Convergence of AI, BI and Data Analytics Future
View file name OBAIC_Report_110922.pdf height 250
Human-Centered AI for BI Industry
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BI Endgame - When BI Meets AI
View file | ||||
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“BI”g Data
View file | ||||
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Data Science Notebook Guideline
View file | ||||
---|---|---|---|---|
|
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
Meeting Content (minutes / recording / slides / other):
20230726202307
- 2024-04-03:
2021-02-03
Widget Connector url http://youtube.com/watch?v=KTdr2OkLl-o - 2020-02-17
Widget Connector url http://youtube.com/watch?v=ktDPN6xwJAs - 2020-03-03
Widget Connector url https://www.youtube.com/watch?v=hpVOpyFfoSE - 2020-03-17
Widget Connector url https://www.youtube.com/watch?v=HfHnHcDcOio - 2021-04-14:
Widget Connector url http://youtube.com/watch?v=7qXhXa9iQ9o - 2021-04-28:
Widget Connector url http://youtube.com/watch?v=aGdBgjOWgHk - 2021-05-12:
Widget Connector url http://youtube.com/watch?v=_wE_szFLV6I - 2021-06-09:
2021Widget Connector url http://youtube.com/watch?v=DbJhiNZzAPsOhCtweM5xpY - 2024-03-06-23:
2021Widget Connector url http://youtube.com/watch?v=dYFqfXq1YWY4GFVm2ubNLM - 2024-0702-0721:
Widget Connector url http://youtube.com/watch?v=3oFKhtezLgsk6HPqOI-X5c - 20212024-0802-0407:
2021Widget Connector url http://youtube.com/watch?v=oWfWfipUyF4T7RFUBzKiIc - 2024-0801-1824:
Widget Connector url http://youtube.com/watch?v=BITthXQ0SPAQ2zb76JIGbc - 20212023-0911-0115:
2021Widget Connector url http://youtube.com/watch?v=vY6ZuTwlksADkFtib5AUj4 - 2023-0911-1501:
Widget Connector url http://youtube.com/watch?v=ActWTuC9FDYlO2115E2Z2E - 20212023-10-1318:
Widget Connector url http://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
- General Discussion list - https://lists.lfaidata.foundation/g/biai-discussion
- Announcements list - https://lists.lfaidata.foundation/g/biai-announce
Participants
Chairperson: Cupid Chan
Name
Affiliation
LF ID
LY7pAcJtTSc - 2023-10-06:
Widget Connector url http://youtube.com/watch?v=ob__EUNWVwo - 2023-09-20:
Widget Connector url http://youtube.com/watch?v=liI3FVtFMmc - 2023-09-06:
Widget Connector url http://youtube.com/watch?v=AWHU7tjlNXw - 2023-08-23:
Widget Connector url http://youtube.com/watch?v=yYJp4JGAICk - 2023-08-09:
Widget Connector url http://youtube.com/watch?v=MyETlpcU-uY - 2023-07-26:
Widget Connector url http://youtube.com/watch?v=TTB53Z6jxI0 - 2023-06-21:
Widget Connector url http://youtube.com/watch?v=BTN1kOiisXo - 2023-06-07:
Widget Connector url http://youtube.com/watch?v=o85jsIXjxHA - 2023-05-24:
Widget Connector url http://youtube.com/watch?v=ZKjNoxMsvLo - 2023-04-26:
Widget Connector url http://youtube.com/watch?v=uAlA06rLiRM - 2023-03-29:
Widget Connector url http://youtube.com/watch?v=jYLx8mQ1yT8 - 2023-03-15:
Widget Connector url http://youtube.com/watch?v=JkgjkR5OvD0 - 2023-03-01:
Widget Connector url http://youtube.com/watch?v=0RZe3Ug7l-Q - 2023-02-15:
Widget Connector url http://youtube.com/watch?v=QprhFL9W-38 - 2023-02-01:
Widget Connector url http://youtube.com/watch?v=c2j8mR1-I0o - 2023-01-18:
Widget Connector url http://youtube.com/watch?v=1GeUInyUZkQ - 2022-12-07:
Widget Connector url http://youtube.com/watch?v=POVzYF7ckLk - 2022-11-09:
Widget Connector url http://youtube.com/watch?v=PG2OMAEZFII - 2022-10-12:
Widget Connector url http://youtube.com/watch?v=qxFHOrdQqgg - 2022-09-28:
Widget Connector url http://youtube.com/watch?v=p4A6dhBMjiA - 2022-09-14:
Widget Connector url http://youtube.com/watch?v=lfvLCzf3WJk - 2022-08-31:
Widget Connector url http://youtube.com/watch?v=krIpsyu1CMM - 2022-08-17:
Widget Connector url http://youtube.com/watch?v=a6RzzdWWhn8 - 2022-08-03:
Widget Connector url http://youtube.com/watch?v=4DGcK9b2L4U - 2022-07-22:
Widget Connector url http://youtube.com/watch?v=kLwFMEqF2rA - 2022-06-22:
Widget Connector url http://youtube.com/watch?v=xN-m7Mi3Sow - 2022-06-08:
Widget Connector url http://youtube.com/watch?v=7n_Cz9Gn9TE - 2022-05-25:
Widget Connector url http://youtube.com/watch?v=QChCgG8q6Hw - 2022-05-11:
Widget Connector url http://youtube.com/watch?v=jvprJJg47NA - 2022-04-27:
Widget Connector url http://youtube.com/watch?v=kT-ALPqgmbQ - 2022-04-12:
Widget Connector url http://youtube.com/watch?v=YSqv-vroPDU - 2022-03-17:
Widget Connector url http://youtube.com/watch?v=bnHyJwEmdw4 - 2020-02-16:
Widget Connector url http://youtube.com/watch?v=LCF-OY8pjtU - 2022-02-02:
Widget Connector url http://youtube.com/watch?v=oNxX5z-RR9c - 2022-01-19:
Widget Connector url http://youtube.com/watch?v=CxBib-LyMHo - 2022-01-05:
Widget Connector url http://youtube.com/watch?v=R65mUU6Vwzg - 2021-12-08:
Widget Connector url http://youtube.com/watch?v=f-Aqizogrl0 - 2021-11-10:
Widget Connector url http://youtube.com/watch?v=xyCosp28SGU - 2021-10-28:
Widget Connector url http://youtube.com/watch?v=u0fVoHBhQLU - 2021-10-13:
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 url http://youtube.com/watch?v=KTdr2OkLl-o - 2020-02-17
Widget Connector url http://youtube.com/watch?v=ktDPN6xwJAs - 2020-03-03
Widget Connector url https://www.youtube.com/watch?v=hpVOpyFfoSE - 2020-03-17
Widget Connector url https://www.youtube.com/watch?v=HfHnHcDcOio - 2021-04-14:
Widget Connector url http://youtube.com/watch?v=7qXhXa9iQ9o - 2021-04-28:
Widget Connector url http://youtube.com/watch?v=aGdBgjOWgHk - 2021-05-12:
Widget Connector url http://youtube.com/watch?v=_wE_szFLV6I - 2021-06-09:
Widget Connector url http://youtube.com/watch?v=DbJhiNZzAPs - 2021-06-23:
Widget Connector url http://youtube.com/watch?v=dYFqfXq1YWY - 2021-07-07:
Widget Connector url http://youtube.com/watch?v=3oFKhtezLgs - 2021-08-04:
Widget Connector url http://youtube.com/watch?v=oWfWfipUyF4 - 2021-08-18:
Widget Connector url http://youtube.com/watch?v=BITthXQ0SPA - 2021-09-01:
Widget Connector url http://youtube.com/watch?v=vY6ZuTwlksA - 2021-09-15:
Widget Connector url http://youtube.com/watch?v=ActWTuC9FDY - 2021-09-29:
Widget Connector url http://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
- General Discussion list - https://lists.lfaidata.foundation/g/biai-discussion
- Announcements list - https://lists.lfaidata.foundation/g/biai-announce
Participants
Chairperson: Cupid Chan
Name
Affiliation
LF ID
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 url http://youtube.com/watch?v=KTdr2OkLl-o - 2020-02-17
Widget Connector url http://youtube.com/watch?v=ktDPN6xwJAs - 2020-03-03
Widget Connector url https://www.youtube.com/watch?v=hpVOpyFfoSE - 2020-03-17
Widget Connector url https://www.youtube.com/watch?v=HfHnHcDcOio - 2021-04-14:
Widget Connector url http://youtube.com/watch?v=7qXhXa9iQ9o - 2021-04-28:
Widget Connector url http://youtube.com/watch?v=aGdBgjOWgHk - 2021-05-12:
Widget Connector url http://youtube.com/watch?v=_wE_szFLV6I - 2021-06-09:
Widget Connector url http://youtube.com/watch?v=DbJhiNZzAPs - 2021-06-23:
Widget Connector url http://youtube.com/watch?v=dYFqfXq1YWY - 2021-07-07:
Widget Connector url http://youtube.com/watch?v=3oFKhtezLgs - 2021-08-04:
Widget Connector url http://youtube.com/watch?v=oWfWfipUyF4 - 2021-08-18:
Widget Connector url http://youtube.com/watch?v=BITthXQ0SPA - 2021-09-01:
Widget Connector url http://youtube.com/watch?v=vY6ZuTwlksA - 2021-09-15:
Widget Connector url http://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
- General Discussion list - https://lists.lfaidata.foundation/g/biai-discussion
- Announcements list - https://lists.lfaidata.foundation/g/biai-announce
Participants
Chairperson: Cupid Chan
Name
Affiliation
LF ID
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
KTdr2OkLl-oWidget Connector url http://youtube.com/watch?v= fIj3Bop0FkE - 2021-09-15: 2020-02-17
Widget Connector url http://youtube.com/watch?v=ktDPN6xwJAsActWTuC9FDY - 20202021-0309-03 01:
2020Widget Connector url httpshttp://www.youtube.com/watch?v=hpVOpyFfoSEvY6ZuTwlksA - 2021-0308-17 18:
Widget Connector url httpshttp://www.youtube.com/watch?v=HfHnHcDcOioBITthXQ0SPA - 2021-08-04-14:
Widget Connector url http://youtube.com/watch?v=7qXhXa9iQ9ooWfWfipUyF4 - 2021-0407-2807:
Widget Connector url http://youtube.com/watch?v=aGdBgjOWgHk3oFKhtezLgs - 2021-0506-1223:
Widget Connector url http://youtube.com/watch?v=_wE_szFLV6IdYFqfXq1YWY - 2021-06-09:
Widget Connector url http://youtube.com/watch?v=DbJhiNZzAPs - 2021-0605-2312:
Widget Connector url http://youtube.com/watch?v=dYFqfXq1YWY_wE_szFLV6I - 2021-0704-0728:
Widget Connector url http://youtube.com/watch?v=3oFKhtezLgsaGdBgjOWgHk - 2021-0804-0414:
2021Widget Connector url http://youtube.com/watch?v=oWfWfipUyF47qXhXa9iQ9o - 2020-0803-18: 17
2021Widget Connector url httphttps://www.youtube.com/watch?v=BITthXQ0SPAHfHnHcDcOio - 2020-0903-01: 03
2021Widget Connector url httphttps://www.youtube.com/watch?v=vY6ZuTwlksAhpVOpyFfoSE - 2020-0902-15: 17
Widget Connector url http://youtube.com/watch?v=ActWTuC9FDYktDPN6xwJAs - 2021-0902-29: 03
Widget Connector url http://youtube.com/watch?v=FM1p_0FVIHoKTdr2OkLl-o