Fundamentals of Machine Learning

Preparatory Reading Material

• Mix & Match Machine Learning: An Ideation Toolkit to Design Machine Learning-Enabled Solutions

Experience

• Ask Delphi
  • Delphi is a research prototype designed to model people’s moral judgments on a variety of everyday situations. This demo shows the abilities and limitations of state-of-the-art models today.
• NVIDIA AI Demos
  • Several cool demos from the NVIDIA research team
• Mix and Match ML Tookit
  • It will be used during the Friday’s lecture

Lecture Slides

• Lecture 2 PDF (PDF - 15Mb)

Lecture Notes

• Lecture Notes (Web)

Additional Reading Material

• Trustworthy Machine Learning: Machine Learning Lifecycle
• Machine Learning + Design
  • Pointers to several interesting resource, developed by designers for designers