4 credits (3-0-2) Pre-requisites: MTL106 OR Equivalent Basics: Introduction. Undirected and Directed Graphical Models. Bayesian Networks. Markov Networks. Exponential Family Models. Factor Graph Representation. Hidden… Read More »COL776 Learning Probabilistic Graphical Models
4 credits (3-0-2) Pre-requisites: MTL106 OR Equivalent Overlaps with: COL341 ELL784, ELL888 Supervised learning algorithms: Linear and Logistic Regression, Gradient Descent, Support Vector Machines, Kernels,… Read More »COL774 Machine Learning
4 credits (3-0-2) Pre-requisites: COL106 OR Equivalent Overlaps with: MTL785 NLP concepts: Tokenization, lemmatization, part of speech tagging, noun phrase chunking, named entity recognition, co-reference… Read More »COL772 Natural Language Processing
4 credits (3-0-2) Pre-requisites: COL106 OR Equivalent Overlap with: COL333, COL770, ELL789 Philosophy of artificial intelligence, fundamental and advanced search techniques (A*, local search, suboptimal… Read More »COL770 Advanced Artificial Intelligence
4 credits (3-0-2) Pre-requisites: COL334 OR Equivalent Radio signal propagation, advanced modulation and coding, medium access techniques, self-configurable networks, mesh networks, cognitive radio and dynamic… Read More »COL768 Wireless Networks
4 credits (3-0-2) Pre-requisites: COL106 OR Equivalent Introduction to declarative programming paradigms. The functional style of programming, paradigms of developments of functional programs, use of… Read More »COL765 Intro. To Logic and Functional Programming
4 credits (3-0-2) Pre-requisites: COL362 OR Equivalent Review of Relational Model, Algebra and SQL, File structures, Constraints and Triggers, System Aspects of SQL, Data Storage,… Read More »COL762 Database Implementation
4 credits (3-0-2) Pre-requisites: COL362 OR Equivalent Storage and file structures, advanced query processing and optimization for single server databases, distributed data management (including distributed… Read More »COL760 Advanced Data Management
3 credits (3-0-0) Pre-requisites: COL351 MTL106 OR Equivalent Overlaps with: MTL730 Part 1: Foundations: Perfect secrecy and its limitations, computational security, pseudorandom generators and one… Read More »COL759 Cryptography & Computer Security
4 credits (3-0-2) Pre-requisites: COL351 OR Equivalent Advanced data structures: self-adjustment, persistence and multidimensional trees. Randomized algorithms: Use of probabilistic inequalities in analysis, Geometric algorithms:… Read More »COL758 Advanced Algorithms
