Course details:

Vinicius Brei

Vinicius Brei is a Visiting Scholar and Connection Science Fellow at the Massachusetts Institute of Technology (MIT) Media Lab, Chair Tramontina Eletrik Associate Professor of Marketing at the Federal University of Rio Grande do Sul, Brazil.

Day One

Intro

  • Personal presentation and get-to-know-each-other
  • Course introduction and framework

Session One - Overview

  • Overview of AI and ML 
  • ML workflow 
  • Descriptive vs. Predictive vs. Prescriptive Analytics 
  • Intro to Statistical Learning

Session Two – Supervised Learning applications for business

  • Supervised Learning – Regression applications
  • Supervised Learning – Classification applications

Day Two

Session One – Supervised Learning and Unsupervised Learning applications for business

  • Supervised Learning – Decision Trees applications
  • Unsupervised Learning – Dimensionality Reduction applications

Session Two – Intro to advanced algorithms for business

Intro to Neural Networks e Deep Learning applications
Intro to Reinforcement Learning applications

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