Tomodachii
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Probabilistic Graphical Models by
Daphne Koller
,
Nir Friedman
- Chapter 1 + 2 and Appendix : Introduction, Foundations and Background Material (
Mar 19, 2025
)
- Chapter 3: The Bayesian Network Representation (
Mar 19, 2025
)
- Chapter 4 Undirected Graphical Models (
Apr 9, 2025
)
- Chapter 5: Local Probabilistic Models (
Mar 28, 2025
)
- Chapter 8 the Exponential Family (
Apr 26, 2025
)
- Chapter 9 (Pt. 1): Exact Inference - Queries (
Apr 3, 2025
)
- Chapter 9 (Pt. 2): Exact Inference - Variable Elimination (
Apr 3, 2025
)
- Chapter 10 Exact Inference Clique Trees (
Apr 18, 2025
)
- Chapter 11 (Pt. 1): Inference as Optimization (
May 28, 2025
)
- Chapter 11 (Pt. 2): Loopy BP (
May 4, 2025
)
- Chapter 11 (Pt. 3): Other Entropy Approximations (
May 28, 2025
)
- Chapter 11 (Pt. 4): Mean Field Approximation (
May 28, 2025
)
- Chapter 16: Learning Graphical Models - Overview (
Apr 15, 2025
)
- Chapter 17: Parameter Estimation (
Apr 15, 2025
)