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Prof. Lucila Ohno-Machado = LOM
Prof. Staal Vinterbo = SV
Lecture notes files.| Lec # | Topics | Lecturer |
|---|
| 1 | Introduction to Course (PDF - 1.2 MB) | LOM |
| 2 | Decision Analysis 1 (PDF) | LOM |
| 3 | Decision Analysis 2, Linear Regression (PDF)# | LOM |
| 4 | Predictive Modeling, Data Collection | SV |
| 5 | Logistic Regression, MLE (PDF) | LOM |
| 6 | Evaluation (PDF) | LOM |
| 7 | Instance-based Models 1 - kNN | SV |
| 8 | Instance-based Models 2 - Trees and Rules | SV |
| 9 | Homework 2 - Trees and Rules | SV |
| 10 | Ensemble Models (PDF) | LOM |
| 11 | PCA, LDA (PDF) | LOM |
| 12 | Unsupervised Learning (PDF) | LOM |
| 13 | Neural Networks (PDF - 1.2 MB) | LOM |
| 14 | Homework 2 - Trees and Rules | SV |
| 15 | Review (PDF) | LOM |
| 16 | Survival Analysis (PDF) | LOM |
| Midterm | SV |
| 17 | Statistical Learning Theory (PDF) | SV |
| 18 | Model Construction Schemas 1 (PDF) | SV |
| 19 | Model Construction Schemas 2 | SV |
| 20 | Preprocessing Algorithms 1 | SV |
| 21 | Preprocessing Algorithms 2 | SV |
| 22 | Analysis of Problems, Complexity (PDF) | SV |
| 23 | Search Algorithms | SV |
| 24 | Bioinformatics 1 (Hypothesis Generation, Sequence Alignment) (PDF 1) (PDF 2) experiment.r (R) | SV |
| 25 | Bioinformatics 2 (Phylogenetic Trees, Haplotype Tagging) | SV |
| 26 | Student Project Presentation 1 | SV |
| 27 | Student Project Presentation 2 | SV |