Machine Learning

Linear Regression, Basis Functions, Direct Approaches, Discriminative Approaches, Regularization Techniques, Bayesian Linear Regression, Linear Classifiers, Discriminant Functions, Probabilistic Discriminative and Generative Approaches, Bias-Variance Tradeoff, Model Ensembles, PAC-Learning and VC-Dimensions, Kernel Methods, Support Vector Machines (SVM), Reinforcement Learning, Markov Decision Processes, Dynamic Programming for MDPs, Monte Carlo Methods, Temporal Difference Learning, Model-Free Control, Multi-Armed Bandits
Topics not covered: Gaussian Processes, Radial Basis Functions and Continous RL

Data Mining and Text Mining

Collection of questions from the past exams.
Data representation, Data exploration, Data preparation, Association rules, Regression, Classification, Model selection, Decision trees, Classification rules, Naive Bayes, k-Nearest Neighbors, Ensemble methods, Clustering, Hierarchical clustering, Representative-based clustering, Density-based clustering, Clustering validation

Soft Computing

Introduction to Machine Learning, Maximum Likelihood Estimation, Perceptron, Hebbian learning, Feedforward Neural Networks, Multi Layer Perceptron, Grandient Descent, Backpropagation, Early Stopping, Weight Decay, Recurrent Neural Networks, Feedforward with Delayed Input, Elman Networks, Vanishing Gradient, LSTM, Deep Learning, Neural Networks Autoencoders, Convolutional Neural Networks

Model Identification and Data Analysis 1

Stochastic processes, White Noise, MA, AR, ARX, ARMA, ARMAX, Prediction problem, PEM methods, Least Squares method, Maximum Likelihood method, Model complexity selection, Cross-validation, Final Prediction Error (FPE), Akaike Information Criterion (AIC), Minimal Description Length (MDL), Durbin-Levinson algorithm, Recursive Least Squares

Natural Language Processing

Error Correction, N-gram Language Models, Part-Of-Speech Tagging, Formal Grammars, Syntactic Parsing, Statistical Parsing, Dependency Parsing, Representation of sentence meaning, Semantic Analysis, Summarizzation, Coreference Resolution, Discourse Coherence, Dialogue Systems, Advanced Dialogue Systems, Lexicons for Sentiment, Affect and Connotation, Computational Phonology, Text-To-Speech, Machine Translation