Liviu Ciortuz - Teaching Duties
Associate Professor
Computer Science Department, University of Iasi, Romania

Machine Learning

        - Statistical Foundations: slides
        - Introduction to Machine Learning: slides
        - Decision Trees: slides
        - Learning by General-to-Specific Ordering: slides
        - Instance Based Learning: slides
        - Artificial Neural Networks: slides
        - Support Vector Machines: slides
        - Bayesian Learning: slides, Bayesian Networks: slides
        - Hidden Markov Models: slides
        - Clustering Algorithms: slides
        - Computational Learning Theory: slides
        - Evaluating Hypotheses: slides

        - Reinforcement Learning: slides
        - Boosting: (see Marta Gardea's web page for the slides)
        - Co-training: slides

        - Laboratory: tasks
        - Exam results: 2008, subjects 2004-2008

Applications of ML into Statistical Natural Language Processing

        - Language Modeling: slides
        - Part of Speech Tagging: slides
        - Parsing with Probabilistic Context-Free Grammars:
Cocke-Younger-Kasami Algorithm: slides
Earley algorithm: slides
        - Word Sense Disambiguation: slides

Bioinformatics

        - Introduction: slides (see what you should know…)
        - Pairwise Sequence Alignment: slides (see how to read…)
        - Hidden Markov Models: slides
        - HMMs for Pairwise Sequence Alignment: slides (see how to read…)
        - Multiple Sequence Alignment using Profile HMMs: slides (see how to read…)
        - Multiple Sequence Alignment: slides

        - Building Phylogenetic Trees: slides

        - Probabilistic Context-Free Grammars: slides
        - RNA Structure Analysis

        - Laboratory: tasks
        - Exams results: 2008

[Master:]

SVMs for microRNAs identification: slides , SYNASC’08 slides

Laboratory: tasks

Partial results: 2008