In this presentation, Jon Loyens will share:
-Best practices for sharing context and knowledge about your data projects
-How linked data can augment your existing data science workflow and toolchain to accelerate your work
-How a social network can unlock power of Linked Data and data collaboration
-How Linked Data can help you easily combine private and Open Data for fun and profit
9. The State of
Data Science in
Financial Services
Fireside Chat
Meltem Ballan
Senior Consultant-Advanced Analytics, Clarity Insights
Dave LaGassa
Financial Services Divisional Data Officer, Capital One
Fatih Akici
Sr. Risk Analyst, ACE Cash Express
Abhishek Goel
@meltball
@fatih_akici
SVP Strategic Data Solutions, Citi Bank
@IamAbhishekGoel
@CapitalOne
10. Solving Data Science’s First Mile Problem:
Or How I Learned to Stop Worrying and Love Linked Data
Jon Loyens
Chief Product Officer, Data World
@jonloyens
11. About me and data.world
Jon Loyens
• Co-Founder and Chief Product Officer of data.world
• VP of Engineering for Traveler Products at HomeAway
• VP of Engineering and Director of the Labs group at Bazaarvoice.
• A/B testing and data-driven product management is my bag
• Openness, transparency and OSS is also my bag (and inspiration for data.world)
• Kubrick fan
• @jonloyens (pretty much everywhere)
12. for so many people, the first mile of data science is the last mile,
because people just quit when they see the data.
Prof. Eric Schwartz, University of Michigan
“
13. DATA SCIENTISTS, SMES, ANALYSTS, RESEARCHERS
The first mile problem
Finding, cleaning, transforming, merging
data to prepare it for analysis
80%
1st Mile
2nd Mile 3rd Mile
Analysis App building
said building training datasets
said cleaning/organizing data
said Collecting datasets
Data scientists’ least favorite aspect of their job:
10%
57%
21%
All are first mile problems
23. The data analysis process -- deriving insights from the
data -- is non-linear, investigative, and involves the
data scientist manipulating the data in an analysis
environment such as R or Python.
With data.world's APIs and integrations, data
scientists can seamlessly connect with data.world in
order to directly load and publish data to the platform.
INTEGRATED
25. Linked data realizes the vision of evolving the
Web into a global data commons, allowing
applications to operate on top of an unbounded
set of data sources, via standardized access
mechanisms.
I expect that Linked Data will enable a
significant evolutionary step in leading the web
to it’s full potential.
“
Tim Berners-Lee
TED Talk 2009
26. Few formats convey MEANING
about the contents in a way that can be
SHARED and EXTENDED.
33. Each dataset that is added to the network
INCREASES the incrementalVALUE
of every data set in the network
34. So the PEOPLE and MACHINES who are using that
data to solve HUMANITY'S BIGGEST PROBLEMS
can leverage the sum of accumulated knowledge as
effectively as possible.
43. Bias, Ethics, and
Social Justice in
the age of AI
Fireside Chat
Eduardo Ariño De la Rubia
Chief Data Scientist, Domino
Sudha Subramanian
Sr. Data Analyst, Sparkfish
Anna Popova
Data Scientist Senior Adviser, Dell
@sravanankarajuSravan Ankaraju
Founder, Data Scientist, Divergence Academy
@gosparkfish
@dell
@earino
@amdocsViswanath Puttagunta
Sr Data Scientist, Amdocs