modules.csv

ModuleID;ModuleName;ModuleDescription;Category;MajorClassIDs;Difficulty
ml_concepts;Basic concepts of ML;"General description of basic ML concepts; covering fundamentals.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;basic
ml_supervised_basic;Supervised Learning;"Explores supervised learning; including classification and regression.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;basic
ml_supervised_adv;Supervised Learning Advanced;"Advanced supervised methods; e.g., SVMs and KNNs.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
ml_unsupervised_basic;Unsupervised Learning;"Covers clustering; dimensionality reduction; and Generative AI.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;basic
ml_unsupervised_adv;Unsupervised Learning Advanced;"In-depth on k-means; PCA; t-SNE; and clustering evaluation.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
ml_deep_basic;Deep learning;"Introduces perceptrons; activation functions; and multilayer NNs.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;basic
ml_deep_adv;Deep learning Advanced;"Details on NN learning; backprop; convolutions; and optimization.";Machine Learning;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
ml_stat_model;Statistical Models;Statistical Models;Machine Learning;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;intermediate
math_foundations;Mathematics - Foundations;"Fundamental math concepts for AI; including vectors; matrices; and sets.";Mathematics;TüKITZmed+TüKITZlife+TüKITZzahn+TüKITZradiation;basic
math_vector_calc_int;Vector calculus;"advanced vector calculus; differentiation; Jacobians; Hessians.";Mathematics;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
math_info_theory;Information theory;Concepts of entropy and KL divergence.;Mathematics;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
math_stats_prob;Statistics & Prob. theory;"Discrete/continuous RVs; binomial distribution.";Mathematics;TüKITZmed+TüKITZlife+TüKITZradiation;advanced
math_vector_calc_exp;Vector calculus Expert;Expert level: Bayes' theorem and conditional probability.;Mathematics;TüKITZmed+TüKITZlife;expert
math_linear_algebra;Linear algebra;"Eigenvalues; eigenvectors; trace; and determinant.";Mathematics;TüKITZmed+TüKITZlife;expert
app_med_advances;ML Applications in medicine;ML advances in medicine across different medical areas;Applications;TüKITZmed;basic
app_ethics;Ethics, law & privacy;"Ethical; legal; and privacy considerations in medical AI.";Applications;TüKITZmed;basic
app_chatbots;Chatbots in medicine;Design and implementation of chatbots for medical use cases.;Applications;TüKITZmed;basic