SlideShare a Scribd company logo
Towards open
collaboration in
insurance analytics
EARL 2019
@kevinykuo
Amuse-bouche
About me!
- Kevin (he/him)
- Currently: Multiverse team @RStudio
- Formerly: Actuary, “data scientist”
- Likes to drink taste wine
Amuse-bouche
About me!
- Kevin (he/him)
- Currently: Multiverse team @RStudio
- Formerly: Actuary, “data scientist”
- Likes to drink taste wine
- Wrapping up a book on Spark + R!
Towards open
collaboration in
insurance analytics
EARL 2019
@kevinykuo
A+ for effort!
Japanese for
umbrella
(I’m not Japanese)
Umbrella,
because
insurance
The (on-going) story of...
AI, for hype
Menu of the day
Who we are / What we do
Château Kasa, Blanc de Blancs, “Le Rêverie”, NV
Lessons learned / Discoveries / Tips
Bad Joke Cellars, Red Blend, “The Cynic”, 2012
Current projects / Vision
Dr. Brandstiftung, Riesling S.G.N., “Einladung”, 1990
Menu of the day
> Who we are / What we do
Château Kasa, Blanc de Blancs, “Le Rêverie”, NV
Lessons learned / Discoveries / Tips
Bad Joke Cellars, Red Blend, “The Cynic”, 2012
Current projects / Vision
Dr. Brandstiftung, Riesling S.G.N., “Einladung”, 1990
Tl;dr We aspire to be like...
...but for insurance
The output
- Research (reproducible + open)
- Software (pkgs & templates)
- Educational content (tutorials/blog
posts)
Data
scientist /
software
engineer
Actuary
“Business
stakeholders”
Towards Open Collaboration in Insurance Analytics
Menu of the day
Who we are / What we do
Château Kasa, Blanc de Blancs, “Le Rêverie”, NV
> Lessons learned / Discoveries / Tips
Bad Joke Cellars, Red Blend, “The Cynic”, 2012
Current projects / Vision
Dr. Brandstiftung, Riesling S.G.N., “Einladung”, 1990
#1
Empathy
Acknowledge the
Objections
Towards open
collaboration in
insurance analytics
EARL 2019
@kevinykuo
Towards open
collaboration in
insurance analytics
EARL 2019
@kevinykuo
Towards open
collaboration in
insurance analytics
EARL 2019
@kevinykuo
Towards Open Collaboration in Insurance Analytics
Towards Open Collaboration in Insurance Analytics
Towards Open Collaboration in Insurance Analytics
Cultural changes don’t
happen overnight!
wins <<- wins + 0.01
wins <<- wins + 0.01
Build critical mass,
slowly but surely
Disrupt respectfully
Disrupt respectfully
don’t be a cynical asshole
don’t be a hero
“The way things are done now is
going to be completely obsolete in
5 years.”
“It’s not epistemic uncertainty
unless it’s from the Épistéme
region of France, otherwise it’s
just parameter estimation
uncertainty.”
Mind the gap
Q3-IBNR-Analysis-v1.xlsx
Q3-IBNR-Analysis-v2.xlsx
Q3-IBNR-Analysis-v2b.xlsx
Q3-IBNR-Analysis-v3-FINAL.xlsx
Q3-IBNR-Analysis-v3-FINAL-REVISED.xlsx
Towards Open Collaboration in Insurance Analytics
Q3-IBNR-Analysis-v1.xlsx
Q3-IBNR-Analysis-v2.xlsx
Q3-IBNR-Analysis-v2b.xlsx
Q3-IBNR-Analysis-v3-FINAL.xlsx
Q3-IBNR-Analysis-v3-FINAL-REVISED.xlsx
Happygitwithr.com
Tutorials
Etc
The output
(old priority)
1. Research
2. Software
3. Educational content
(new priority)
1. Educational content
2. Software
3. Research
#2
Build first, then iterate
Nobody:
Me: I didn’t say anything about Agile
or MVP, y’all did!
- Will people actually participate?
- How do we ensure code quality?
- Are we using state-of-the-art
workflows?
- How do we vet projects and
contributors?
- How do we resolve differing design
preferences in the community?
- What should our governance
structure be?
Nobody:
What is good debt? It's taking money from someone,
promising to pay them back more money in the future,
and using the original money to make even more
money than that, so both you and the lender profit.
Good tech debt is just the same. It's taking
shortcuts now to save time and get something
shipped, knowing that it will cost you more time
than you're saving now to fix it later. But by
shipping now, you ensure there is a later, with a
product that's out there and being used, a bigger team
and therefore adequate time and then some to fix the
debt and keep improving the product. Everyone wins.
@davnicwil
https://news.ycombinator.com/item
?id=20685950
Get content out there
so people can react to
it!
#3
Nights and weekends of a
few people only go so far
Towards Open Collaboration in Insurance Analytics
Tl;dr We aspire to be like...
...but for insurance
Tl;dr We aspire to be like...
...but for insurance
We’re actively seeking support
- Research/education grants through actuarial societies
- Partnerships with companies
- Partnerships with academic labs / departments
- More outreach to the R and insurance communities
- Be cool (but not too cool)
- Just do it
- Make it rain
Menu of the day
Who we are / What we do
Château Kasa, Blanc de Blancs, “Le Rêverie”, NV
Lessons learned / Discoveries / Tips
Bad Joke Cellars, Red Blend, “The Cynic”, 2012
> Current projects / Vision
Dr. Brandstiftung, Riesling S.G.N., “Einladung”, 1990
Ongoing Project: Practical Ratemaking
- End-to-end tutorial on general insurance ratemaking
- Covers data prep, modeling, filing, implementation
- Everything is reproducible!
Leveraging R’s
reproducible
workflow ecosystem
to run a distributed
data science
project...
Keeping track of moving pieces with
Capturing package dependencies with renv
https://rstudio.github.io/renv/
renv.lock
Written in
Built on
Continuously deployed to
Get involved!
Other ongoing/upcoming projects include
- Deploying real-time models developed in R with k8s
- Underwriting dashboard featuring ML explainability
- Data simulators
- And more!
The invite
Please connect if you are
- A useR at all interested in insurance
- Insurance student/professional at all interested in
R/open source
- Interested in helping out in any way
- An oenophile
Cheers!
Resources
- github.com/kasaai
- kasa.ai / blog.kasa.ai / quests.kasa.ai
- slack.kasa.ai
- Hit me up @kevinykuo (github, twitter, linkedin)

More Related Content

Similar to Towards Open Collaboration in Insurance Analytics

The Curse of P90
The Curse of P90The Curse of P90
The Curse of P90
Alex Gilgur
 
Why Research?
Why Research?Why Research?
Why Research?
James Mitchell
 
Presentations With Powerpoint
Presentations With PowerpointPresentations With Powerpoint
Presentations With Powerpoint
guestf64d10
 
Presentations With Powerpoint
Presentations With PowerpointPresentations With Powerpoint
Presentations With Powerpoint
Miles Metcalfe
 
Cube@midtown 2015 annual_report
Cube@midtown 2015 annual_reportCube@midtown 2015 annual_report
Cube@midtown 2015 annual_report
CUBEatMidtown
 
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
Business of Software Conference
 
Maximising Packaging Innovation ROI (when sales are down)
Maximising Packaging Innovation ROI (when sales are down)Maximising Packaging Innovation ROI (when sales are down)
Maximising Packaging Innovation ROI (when sales are down)
Cocoon Group Branding
 
PM Connect - Agile Workshop
PM Connect - Agile WorkshopPM Connect - Agile Workshop
PM Connect - Agile Workshop
MassInnov8
 
respect-estimates.pdf
respect-estimates.pdfrespect-estimates.pdf
respect-estimates.pdf
Jarek Ratajski
 
Getting Started with Big Data and Splunk
Getting Started with Big Data and SplunkGetting Started with Big Data and Splunk
Getting Started with Big Data and Splunk
Tom Chavez
 
Henk Kleynhans
Henk KleynhansHenk Kleynhans
Henk Kleynhans
RAMP Group
 
Get Your Geek On...Using Technology To Stay in the Game
Get Your Geek On...Using Technology To Stay in the GameGet Your Geek On...Using Technology To Stay in the Game
Get Your Geek On...Using Technology To Stay in the Game
nakizo
 
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
RAMP Group
 
The First Four Months of Freelance: A Series of Great Failures
The First Four Months of Freelance: A Series of Great FailuresThe First Four Months of Freelance: A Series of Great Failures
The First Four Months of Freelance: A Series of Great Failures
refreshseattle
 
Risk Management and Statistics: Reflections on a Large Asset Portfolio
Risk Management and Statistics: Reflections on a Large Asset PortfolioRisk Management and Statistics: Reflections on a Large Asset Portfolio
Risk Management and Statistics: Reflections on a Large Asset Portfolio
Hein Aucamp
 
Shit, I'm now a Project Manager
Shit, I'm now a Project ManagerShit, I'm now a Project Manager
Shit, I'm now a Project Manager
Olli Siebelt
 
From the Big Bang to Ecommerce, a journey in making sense of Big Data
From the Big Bang to Ecommerce, a journey in making sense of Big DataFrom the Big Bang to Ecommerce, a journey in making sense of Big Data
From the Big Bang to Ecommerce, a journey in making sense of Big Data
Patrick Deglon
 
Needlesand haystacks i360-dublin
Needlesand haystacks i360-dublinNeedlesand haystacks i360-dublin
Needlesand haystacks i360-dublin
Derek King
 
Google Proof Your Business
Google Proof Your BusinessGoogle Proof Your Business
Google Proof Your Business
Michael Crooks
 
Data Visualization: A Quick Tour for Data Science Enthusiasts
Data Visualization: A Quick Tour for Data Science EnthusiastsData Visualization: A Quick Tour for Data Science Enthusiasts
Data Visualization: A Quick Tour for Data Science Enthusiasts
Krist Wongsuphasawat
 

Similar to Towards Open Collaboration in Insurance Analytics (20)

The Curse of P90
The Curse of P90The Curse of P90
The Curse of P90
 
Why Research?
Why Research?Why Research?
Why Research?
 
Presentations With Powerpoint
Presentations With PowerpointPresentations With Powerpoint
Presentations With Powerpoint
 
Presentations With Powerpoint
Presentations With PowerpointPresentations With Powerpoint
Presentations With Powerpoint
 
Cube@midtown 2015 annual_report
Cube@midtown 2015 annual_reportCube@midtown 2015 annual_report
Cube@midtown 2015 annual_report
 
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
Patrick Campbell (Founder/CEO, ProfitWell) - Not Being Terrible When Things A...
 
Maximising Packaging Innovation ROI (when sales are down)
Maximising Packaging Innovation ROI (when sales are down)Maximising Packaging Innovation ROI (when sales are down)
Maximising Packaging Innovation ROI (when sales are down)
 
PM Connect - Agile Workshop
PM Connect - Agile WorkshopPM Connect - Agile Workshop
PM Connect - Agile Workshop
 
respect-estimates.pdf
respect-estimates.pdfrespect-estimates.pdf
respect-estimates.pdf
 
Getting Started with Big Data and Splunk
Getting Started with Big Data and SplunkGetting Started with Big Data and Splunk
Getting Started with Big Data and Splunk
 
Henk Kleynhans
Henk KleynhansHenk Kleynhans
Henk Kleynhans
 
Get Your Geek On...Using Technology To Stay in the Game
Get Your Geek On...Using Technology To Stay in the GameGet Your Geek On...Using Technology To Stay in the Game
Get Your Geek On...Using Technology To Stay in the Game
 
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
Henk Kleynhans - Lifting The Venture Capital Skirt - Net Prophet 2009
 
The First Four Months of Freelance: A Series of Great Failures
The First Four Months of Freelance: A Series of Great FailuresThe First Four Months of Freelance: A Series of Great Failures
The First Four Months of Freelance: A Series of Great Failures
 
Risk Management and Statistics: Reflections on a Large Asset Portfolio
Risk Management and Statistics: Reflections on a Large Asset PortfolioRisk Management and Statistics: Reflections on a Large Asset Portfolio
Risk Management and Statistics: Reflections on a Large Asset Portfolio
 
Shit, I'm now a Project Manager
Shit, I'm now a Project ManagerShit, I'm now a Project Manager
Shit, I'm now a Project Manager
 
From the Big Bang to Ecommerce, a journey in making sense of Big Data
From the Big Bang to Ecommerce, a journey in making sense of Big DataFrom the Big Bang to Ecommerce, a journey in making sense of Big Data
From the Big Bang to Ecommerce, a journey in making sense of Big Data
 
Needlesand haystacks i360-dublin
Needlesand haystacks i360-dublinNeedlesand haystacks i360-dublin
Needlesand haystacks i360-dublin
 
Google Proof Your Business
Google Proof Your BusinessGoogle Proof Your Business
Google Proof Your Business
 
Data Visualization: A Quick Tour for Data Science Enthusiasts
Data Visualization: A Quick Tour for Data Science EnthusiastsData Visualization: A Quick Tour for Data Science Enthusiasts
Data Visualization: A Quick Tour for Data Science Enthusiasts
 

Recently uploaded

Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
sunilverma7884
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
Google Developer Group - Harare
 
Computer HARDWARE presenattion by CWD students class 10
Computer HARDWARE presenattion by CWD students class 10Computer HARDWARE presenattion by CWD students class 10
Computer HARDWARE presenattion by CWD students class 10
ankush9927
 
Patch Tuesday de julio
Patch Tuesday de julioPatch Tuesday de julio
Patch Tuesday de julio
Ivanti
 
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
Priyanka Aash
 
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Muhammad Ali
 
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptxIntroduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
313mohammedarshad
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
Brian Pichman
 
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdfAcumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
BrainSell Technologies
 
July Patch Tuesday
July Patch TuesdayJuly Patch Tuesday
July Patch Tuesday
Ivanti
 
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite SolutionIPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Networks
 
EuroPython 2024 - Streamlining Testing in a Large Python Codebase
EuroPython 2024 - Streamlining Testing in a Large Python CodebaseEuroPython 2024 - Streamlining Testing in a Large Python Codebase
EuroPython 2024 - Streamlining Testing in a Large Python Codebase
Jimmy Lai
 
Vulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive OverviewVulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive Overview
Steven Carlson
 
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
Priyanka Aash
 
Opencast Summit 2024 — Opencast @ University of Münster
Opencast Summit 2024 — Opencast @ University of MünsterOpencast Summit 2024 — Opencast @ University of Münster
Opencast Summit 2024 — Opencast @ University of Münster
Matthias Neugebauer
 
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
Priyanka Aash
 
Mastering OnlyFans Clone App Development: Key Strategies for Success
Mastering OnlyFans Clone App Development: Key Strategies for SuccessMastering OnlyFans Clone App Development: Key Strategies for Success
Mastering OnlyFans Clone App Development: Key Strategies for Success
David Wilson
 
Best Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdfBest Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdf
Tatiana Al-Chueyr
 
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdfBT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
Neo4j
 
How to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptxHow to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptx
Adam Dunkels
 

Recently uploaded (20)

Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
 
Computer HARDWARE presenattion by CWD students class 10
Computer HARDWARE presenattion by CWD students class 10Computer HARDWARE presenattion by CWD students class 10
Computer HARDWARE presenattion by CWD students class 10
 
Patch Tuesday de julio
Patch Tuesday de julioPatch Tuesday de julio
Patch Tuesday de julio
 
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
 
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
 
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptxIntroduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
 
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdfAcumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
 
July Patch Tuesday
July Patch TuesdayJuly Patch Tuesday
July Patch Tuesday
 
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite SolutionIPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite Solution
 
EuroPython 2024 - Streamlining Testing in a Large Python Codebase
EuroPython 2024 - Streamlining Testing in a Large Python CodebaseEuroPython 2024 - Streamlining Testing in a Large Python Codebase
EuroPython 2024 - Streamlining Testing in a Large Python Codebase
 
Vulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive OverviewVulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive Overview
 
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
(CISOPlatform Summit & SACON 2024) Gen AI & Deepfake In Overall Security.pdf
 
Opencast Summit 2024 — Opencast @ University of Münster
Opencast Summit 2024 — Opencast @ University of MünsterOpencast Summit 2024 — Opencast @ University of Münster
Opencast Summit 2024 — Opencast @ University of Münster
 
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
 
Mastering OnlyFans Clone App Development: Key Strategies for Success
Mastering OnlyFans Clone App Development: Key Strategies for SuccessMastering OnlyFans Clone App Development: Key Strategies for Success
Mastering OnlyFans Clone App Development: Key Strategies for Success
 
Best Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdfBest Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdf
 
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdfBT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
 
How to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptxHow to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptx
 

Towards Open Collaboration in Insurance Analytics