├── README.md ├── assignments ├── a1 │ ├── .ipynb_checkpoints │ │ └── a1-checkpoint.ipynb │ ├── Mystery.csv │ ├── a1.ipynb │ └── iris.csv ├── a2 │ ├── .ipynb_checkpoints │ │ └── a2-checkpoint.ipynb │ ├── Mystery.csv │ ├── a2.ipynb │ ├── heart.csv │ ├── insurance.csv │ └── iris.csv ├── a3 │ ├── .ipynb_checkpoints │ │ └── a3-checkpoint.ipynb │ ├── a3.ipynb │ ├── heart.csv │ └── iris.csv ├── a4 │ ├── a4.ipynb │ └── mackey_glass.csv └── selected-solutions.ipynb ├── lectures ├── 00_introduction.pdf ├── 01_halfspaces_perceptron.pdf ├── 02_linear_regression.pdf ├── 03_maximum_likelihood_estimation.pdf ├── 04_nonparametric_methods.pdf ├── 05_logistic_regression.pdf ├── 06_svm1_max_margin_classifier.pdf ├── 07_svm2_soft_margin.pdf ├── 08_kernel_methods.pdf ├── 09a_bayesian_inference.pdf ├── 09b_gaussian_processes.pdf ├── 10_decision_trees.pdf ├── 11_ensemble_methods.pdf ├── 12_expectation_maximization.pdf ├── 13_mlp_deep_learning.pdf ├── 14_convolutional_nets.pdf ├── 15_recurrent_nets.pdf ├── 16_attention_mechanisms.pdf ├── 17_advanced_optimization.pdf ├── 18_dgm_vae_flows.pdf ├── 19_dgm_gan_diffusion.pdf ├── 20_furlong_robustness.pdf ├── 21_malekmohammadi_differential_privacy.pdf ├── 22_stewart_fairness_ethics.pdf ├── 9b_sampling_animation.gif └── autograd_demo.ipynb ├── sample-exams ├── midterm_solutions.pdf ├── sample_final.pdf └── sample_midterm.pdf └── syllabus_cs480_cs680_f24.pdf /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kpc-simone/cs480-f24/HEAD/README.md -------------------------------------------------------------------------------- /assignments/a1/.ipynb_checkpoints/a1-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kpc-simone/cs480-f24/HEAD/assignments/a1/.ipynb_checkpoints/a1-checkpoint.ipynb -------------------------------------------------------------------------------- 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