BINF301 Machine Learning for Systems Biology
Neural networks
Theory
Home
Introduction to Julia
Cluster analysis
Path-breaking paper
Theory
Implementation
Statistical significance
Path-breaking paper
Theory
Implementation
Regularized regression
Path-breaking paper
Theory
Implementation
Dimensionality reduction
Path-breaking paper
Theory (PCA)
Theory (t-SNE, UMAP)
Implementation
Causal inference
Path-breaking paper
Theory
Implementation
Bayesian networks
Path-breaking paper
Theory
Gaussian processes
Path-breaking paper
Theory
Implementation
Neural networks
Path-breaking paper
Theory
Appendix
Neural networks
Theory
Neural networks
Book sections
Elements of Statistical Learning
:
Chapter 11
An Introduction to Statistical Learning
:
Chapter 10
Pattern Recognition and Machine Learning
:
Chapter 5
Path-breaking paper