Part 1 - Latent Representation of Gen ML models - Generative AI
Details
From Classical Statistical Models to Generative ML (And Back)
- Intro the idea of a independent variable and a response variable
- Statistical learning is interested in learning the distribution of the response conditioned on the independent variable
- Linear regression - from the probabilistic perspective
- Transition to high-dimensional data - what happens?
- Introduction to (linear) dimensionality reducing methods
- From linear to non-linear dimensionality reduction methods
- So what does it mean to be generative?
