diff --git a/_data/lectures.yml b/_data/lectures.yml index e767e994..40e8e32a 100644 --- a/_data/lectures.yml +++ b/_data/lectures.yml @@ -48,5 +48,121 @@ title: > Quiz +- title: "Module 2: Learning" +- date: 2/18 + lecturer: Prof. Lengerich + title: > + Learning Generalized Linear Models + +- date: 2/20 + lecturer: Prof. Lengerich + title: > + Parameter Learning in Fully-Observed BNs + +- date: 2/25 + lecturer: Prof. Lengerich + title: > + Learning Undirected GMs + +- date: 2/27 + lecturer: Prof. Lengerich + title: > + Structure Learning + +- date: 3/4 + lecturer: Prof. Lengerich + title: > + Causal Discovery + +- date: 3/6 + lecturer: Prof. Lengerich + title: > + Parameter Learning of partially observed BNs +- date: 3/11 + lecturer: Prof. Lengerich + title: > + Sequential Models + + +- date: 3/13 + lecturer: Prof. Lengerich + title: > + Variational Inference, Monte Carlo + +- date: 3/18 + lecturer: Prof. Lengerich + title: > + Review + +- date: 3/20 + lecturer: Prof. Lengerich + title: > + Exam + +- date: 3/25 + lecturer: Prof. Lengerich + title: > + Spring recess + +- date: 3/27 + lecturer: Prof. Lengerich + title: > + Spring recess + + +- date: 4/1 + lecturer: Prof. Lengerich + title: > + Deep Learning from a GM Perspective + +- date: 4/3 + lecturer: Prof. Lengerich + title: > + CNNs, RNNs, Autoencoders + +- date: 4/8 + lecturer: + title: > + Deep Generative Models: GAN, VAEs + +- date: 4/10 + lecturer: Prof. Lengerich + title: > + Attention and Transformers + +- date: 4/15 + lecturer: Prof. Lengerich + title: > + LLMs from a Probabilistic Perspective 1: Implementing a GPT from Scratch + + +- date: 4/17 + lecturer: Prof. Lengerich + title: > + LLMs from a Probabilistic Perspective 2: Training on Unlabeled Data + + + +- date: 4/22 + lecturer: Prof. Lengerich + title: > + LLMs from a Probabilistic Perspective 3: Fine-tuning on Labeled Data + + +- date: 4/24 + lecturer: Prof. Lengerich + title: > + Context-Adaptive Graphical Models + + +- date: 4/29 + lecturer: + title: > + Project Presentations + +- date: 5/1 + lecturer: + title: > + Project Presentations