Workshop :: Python Data Modelling
in Expert Models


Wednesday, October 4 • 9:00am - 1:00pm


Developing and delivering Modeling applications using Python in the Expert Models platform

Knowledge Level Required

General interest in Data Analytics and modeling.

Workshop Facilitator

Brian O'Mullane

What you will learn

Learn the steps and processes involved in applying common data analytics techniques to real world problems. Explore different techniques using Expert Models, a data science platform for developing models and using data analytics via the web.

Modeling overview

  • Data analytics
  • Terms: Machine Learning v. Statistics v. Data Science v. Data Analytics
  • Real world examples
  • Introduction to Expert Models

Modeling best practises

  • Reproducibility
  • Data ingestion
  • Data cleaning
  • Data exploration / visualisation
  • Model verification / validation
  • Managing model code and versioning
  • Writing modular model code

Modeling Techniques

  • Data science techniques
  • Real world applications
  • Python libraries for Data science
  • Implementation of these techniques in Python

Workshop Exercise

  • Worked Example 1: Logistic Regression
  • Worked Example 2: Random Forests
  • Worked Example 3: Monte Carlo Simulation


The Tower, Trinity Technology & Enterprise Campus, Grand Canal Quay, Dublin 2


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