Hi / Welcome
Thanks for joining us
Intro on myself
Chemical engineer by training
Quantitative researcher at a hedge fund
Domino helping DS do more DS, better
Survey of the crowd
How many data scientists
Academic researchers
Industries
Introduce topic
Reproducible dashboards - and other great things to do with jupyter
Tips and tricks on how to be better at jupyter
Reproducible Jupyter Dashboards
Context, Background
What is a dashboard
Conceptually
Place to synthesize information
Technically
Both the jupyter landing page
A project by jupyter to enable notebooks to be dashboards
Philip Guo - UC San Diego
What is.. Reproducibility?
Finance
How do I make sure this works when it hits the market?
When the SEC shows up?
Insurance
How do I prove I'm not biased?
Academia / Engineering / Scientific research
Distinction between reproducibility, repeatability, replicability
In Data Science:
Repeat - same person, same circum, same results
“But it worked on my computer”
Data parsing library that went from NA to 1-1-70
replicate - re-calc
Same data - same functions - same environment - same result
reproduce - re-start
New data - new methods - same results
This is more than just tools - more than just consistency - this is the entire data science system of record happening
Its about a knowledge mgmt system
version control system
Experimentation lab
Lab notebook
Discussion platform
Workflow platform
In order to produce truly reproducible work - that someone else can build upon and come to truth with and which can be used to advance the understanding of your group, whether your team, your lab, your organization or you field,
You have to do more than
share data or open source your code
More than version control
Ultimately, it’s less about leading someone down the path you took to get there, so much as blazing such a good trial they’re able to find their own way
open-source web application that allows you to create and share documents
contain live code, equations, visualizations and narrative text
More Info - jupyter.org