Completed
Example: Language
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Tractable Learning in Structured Probability Spaces
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 References
- 3 Running Example
- 4 Learning with Constraints
- 5 Example: Video
- 6 Example: Language
- 7 Example: Deep Learning
- 8 What are people doing now?
- 9 Structured Probability Spaces
- 10 Boolean Constraints
- 11 Combinatorial Objects: Rankings
- 12 Encoding Rankings in Logic
- 13 Structured Space for Paths
- 14 Logical Circuits
- 15 Property: Decomposability
- 16 Property: Determinism
- 17 Sentential Decision Diagram (SDD)
- 18 Tractable for Logical Inference
- 19 PSDD: Probabilistic SDD
- 20 Tractable for Probabilistic Inference
- 21 PSDDs are Arithmetic Circuits
- 22 Parameters are interpretable
- 23 Learning Algorithms
- 24 Learning Preference Distributions
- 25 What happens if you ignore constraints?
- 26 Structured Naïve Bayes Classifier
- 27 Structured Datasets
- 28 Learning from Incomplete Data
- 29 Structured Queries
- 30 Conclusions
