hugireland_cronanmcnamara_datascience_expertmodels.pdf
TRANSCRIPT
Production Quality Data Science is a Team Sport an Intro to Expert Models Cronan McNamara [email protected]
@cremeglobal @cronanmcnamara @expertmodels
www.expertmodels.com www.cremeglobal.com
Exponential Data Growth
Our Story at
Global Datasets
Data
Data Science Decision Makers
Challenges
No Communication, No Acceptance
No Data, No Product Workflow Broken Expert Team Needed
Deep Knowledge Needed Ad Hoc Development
Process
Solution
Data
Data Science Decision Makers
We Built Something That We Needed
Analyse Collaborate
Build
Connect
Deploy
ARCHITECTURE
Python 3 Custom EM Libraries Custom Queue (patent) Python 3 Libraries MySQL DB Docker Elastic Beanstalk Amazon AWS Linux
Django JS tokens HTTPs
AngularJS 1
Atlassian: JIRA BitBucket (Git) Tempo Jenkins (TDD Integration tests / 96% coverage) QA: Selenium / Protractor Continuous Delivery
Form Creation (JSON)
FOOD SAFETY
COSMETICS
Other Use Cases: ● Eliminate MS Excel-file Operational Risk
● Rapid Prototyping & Feedback
● KPI Automation and Visualisation
● Risk Analysis
● Machine Learning
● Forecasting
● Segmentation
Cronan McNamara [email protected] +353 1 677 0071