Pre-school ProgramTuesday, Aug 1 9:30 Welcome 9:45 Programming / Math skills evaluation 10:00 Interactive Lecture Introcution to Matlab: ata as Vectors, Indexing, Plotting, etc. 11:30 Interactive Lecture Introduction to Matlab: Data as Matrices, Indexing, Plotting, etc.13:30 Lunch 15:00 Interactive Lecture Matrices as Operators: Inner products, projections, Coordinate transforms, different types of matrices etc.17:00 Interactive Lecture Matrix Decompositions: SVD, Eigenvalues and Eigenvectors, Principal Component Analysis, etc.19.30 Dinner Wednesday, Aug 29:30 Interactive Lecture Matlab programming: Scripts and Functions, Flow Control (loops, conditions), Handling of Variables etc., Getting Help, Advanced Concepts11:00 Coffee Break 11:30 Interactive Lecture Introduction to Calculus: Derivatives, Integrals, Minima / Maxima of Functions, Multivariate Calculus and Gradient Descent13:30 Lunch 15:00 Interactive Lecture Differential Equations: Integrate-and-Fire neuron, Euler method17:00 Interactive Lecture Differential Equations: Phase Space Plots, Fixed point attractors, Limit cycles19:30 Dinner Thursday, Aug 39:30 Interactive Lecture Convolutions, Fourier Analysis I11:00 Coffee Break 11:30 Interactive Lecture Convolutions, Fourier Analysis II13:30 Lunch 15:00 Interactive Lecture Statistics I: Probabilities and Bayes17:00 Interactive Lecture Statistics II: Elementary Distributions19:30 Dinner Friday, Aug 49:30 Interactive Lecture Introduction to Supervised Learning: Regression etc.11:00 Coffee Break 11:30 Interactive Lecture Introduction to Unsupervised Learning: Clustering etc.13:30 Lunch 15:00 Interactive Lecture Introduction to Unsupervised Learning: PCA / SVD revisited17:00 Wrap-up 20:00 Dinner Out in Lisbon |