Famkenouwens

Summary of the course SDPM, taught at University Leiden. Covers the following topics: - project management - product management - software product management - business model canvas, value propositions etc - business case - budgeting, monitoring, planning, etc. - risk management - information management - communication management - scrum (agile) etc

- Simplex algorithm: - Monte Carlo alrogithm - Monte Hall problem - What is prisoner’s dilemma and where can we use it? - Pascal triangle - Malthus model - Lotka volterra equation → predator prey. - Travelling sales problem (TSP): what does it mean? How do you solve it? - Bayes theorem: what does it mean? Where do you use it? Decision tree and multiply probabilities. - Lotteries - Difference between English and Dutch auction - Nash and Pareto optima - Mixed strategy in matrix ga...

Summary of the Intelligent Systems course, taught at Maastricht University. Includes the following topics: - Intelligent agents - Types of AI - Agent environments - Agent architectures - Genetic algorithms - Expert systems - bayesian networks - multi agent coordination and coordination models - multi-agent reinforcement learning - Deep learning for agents

Summary of the Operations Research course, given at Maastricht University. Includes the following topics: operations research - transportation problem - simplex method - optimal solution - transportation simplex method - degeneracy - assignment problem - minimum-cost flow - integer programming - binary integer programming - branch and bound algorithm - nonlinear programming - KKT conditions - quadratic programming - Markov chains - Markov decision process

Summary of the Data Analysis course, taught at Maastricht University. Contains at least the following topics: data analysis data science exploratory data analysis data visualisation data modelling data auditing data inspection variables data cleaning data transformation distributions data reduction statistical learning

Summary of the course Natural Language Processing, taught at Maastricht University

Summary of the Mathematical Simulation course, taught at Maastricht University

Summary of the Linear Programming course, taught at Maastricht University.

Summary of the Theoretical Computer Science course, taught at Maastricht University.

Summary of the Reasoning Techniques course, taught at Maastricht University. Contains at least the following topics: reasoning techniques tree search algorithms search game playing constraint satisfaction problems graphs states logical agents proofs first order logic inference planning