Task reference list

• Task 1: Solve a system of ODEs
  • Solve the system of ODEs using scipy.integrate.solve_ivp and plot the results.
  • Solve the predator-prey system of ODEs
  • Predator-Prey model with self-interaction
• Task 2: Matrix transformations and plot animation
  • Translation operations
  • Animate earth around sun
  • Rotating earth around sun
  • Earth with sun and moon
• Task 3: Image Processing
  • Simple avg. blur with custom convolution function
  • Various filters (blur, sharpen)
  • Motion blur
  • Image rotation
• Task 4: Naive Bayes
  • Naive Bayes classifier
  • Naive Bayes classifier with smoothing
• Task 5: Clustering
  • K-means clustering
  • Clustering using BayesianGaussianMixture
  • Segmenting an image of the moon using k-means
• Task 6: Classification
  • Classification using GMM
  • Skin detection using GMM and nearest mean
  • Skin detection using SVM
• Task 7: PCA
  • PCA
  • Compressing face images using PCA "Part I in Code"
  • Face detector "Part II in Code"
• Task 8: Skin Cancer Detection
  • Border calculation
  • Plot preprocessed (gray scale, crop, otsu and contour)
  • Calculate color score
  • Calculate asymmetry score
  • Combination of all above tasks
  • Classifier
• Task 9: PDEs
  • Surface Plots
  • Plotting the gradient as a vector field
  • Analytical solution of the heat equation
  • Analytical solution of the wave equation
  • Numerical solution of the heat equation
  • Numerical solution of the wave equation