Course Aim: Introduce students to different models and algorithms for machine learning.
Main Topics: Logistic regression - k-nearest neighbors - decision trees - random forests - principal component analysis - k-means - hierarchical clustering - support vector machines - Naïve Bayes - recommender systems - model validation - regularization - optimization functions - hyper-parameter tuning - and methods to deal with unbalanced classes.
Main Topics: Logistic regression - k-nearest neighbors - decision trees - random forests - principal component analysis - k-means - hierarchical clustering - support vector machines - Naïve Bayes - recommender systems - model validation - regularization - optimization functions - hyper-parameter tuning - and methods to deal with unbalanced classes.
- Teacher: zaki Walid Mohammed Reda
Course Aim: Provide the students with fundamental concepts of artificial intelligence techniques in order to enable the student to apply these techniques in applications which involve perception - reasoning and learning.
Main Topics: Problem solving using AI - search - inference techniques - logic/theorem proving - knowledge representation - rules - frames - semantic networks - planning/scheduling.
Main Topics: Problem solving using AI - search - inference techniques - logic/theorem proving - knowledge representation - rules - frames - semantic networks - planning/scheduling.
- Teacher: shoruk Ahmed Ramy Omar
- Teacher: zaki Walid Mohammed Reda
Course Aim: Introduce the techniques for creating computer programs that analyze, generate, and understand written human language. The course also emphasizes broad coverage of both rule-based and empirical data-driven methods.
Main Topics: Word-level approaches - syntactic analysis - semantic interpretation - applications selected from conversational agents - sentiment analysis - information extraction - question answering.
Main Topics: Word-level approaches - syntactic analysis - semantic interpretation - applications selected from conversational agents - sentiment analysis - information extraction - question answering.
- Teacher: ibrahim Abdullah Walid Abdullah
- Teacher: zaki Walid Mohammed Reda