Scientific Computing: Closing 科學計算:結語 Roger Jang (張智星) jang@mirlab.org http://mirlab.org/jang CSIE Dept, National Taiwan University
What We Have Covered (1/2) General topics for math and programming Matrix manipulation Review of linear algebra MATLAB programming
What We Have Covered (2/2) Financial computing Compounding for loan IRR for investment K-means clustering Image data compression Least-squares estimate Data fitting Projection Audio basics Volume and pitch Optimization Downhill Simplex search Gradient descent MLE for PDF ML for classification KNNC, linear classifiers, naïve Bayes classifiers, quadratic classifiers, DNN Principal comp. analysis TLS data fitting Dimensionality reduction Page rank Google’s page rank Team ranking Dynamic programming String comparison, QBSH
What We Have Not Covered Interpolation PCA for face recognition Dynamic programming Many other related problems… Optimization Many other methods…
What Is Left Tips for final exam For those what have not asked enough questions
Last 祝各位同學有一個平安喜樂的假期!