[Coursera] Computational Methods for Data Analysis by Nathan Kutz

1. 11_Week_3_-_Lecture_8_-_MATLAB_Filter_Design_and_Wavelet_Toolboxes/02_W3_L8_P2-Wavelet_Toolbox.mp4 61.58 MB
2. 02_Introduction_to_the_Course/01_Course_Introduction.mp4 58.56 MB
3. 17_Week_5_-_Lecture_14_-_Principal_Component_Analysis/01_W5_L14_P1_-_A_Spring_Mass_System.mp4 55.72 MB
4. 29_Week_10_-_Lecture_26_-_Dimensionality_Reduction_for_Partial_Differential_Equations/04_W10_L26_P4-The_2-soliton_breather_solution.mp4 51.97 MB
5. 11_Week_3_-_Lecture_8_-_MATLAB_Filter_Design_and_Wavelet_Toolboxes/01_W3_L8_P1-Filter_Design_Toolbox.mp4 45.96 MB
6. 31_Week_10_-_Lecture_28_-_Global_normal_forms_of_bifurcation_structures_in_PDEs/01_W10_L28_P1-Applying_the_reduction_techniques_to_PDEs-__water_waves.mp4 43.35 MB
7. 28_Week_9_-_Lecture_25_-_Data/04_W9_L25_P4-Sampling_masks_and_image_reconstruction.mp4 42.46 MB
8. 23_Week_8_-_Lecture_20_-_Image_Recognition/02_W8_L20_P2-Quantifying_image_recognition.mp4 41.99 MB
9. 27_Week_9_-_Lecture_24_-_Signal_Reconstruction_and_Circumventing_Nyquist/02_W9_L24_P2-Linear_algebra_and_underdetermined_systems.mp4 41.12 MB
10. 26_Week_9_-_Lecture_23_-_Basics_of_Compressive_Sensing/04_W9_L23_P4-Overdetermined_systems.mp4 40.98 MB
11. 27_Week_9_-_Lecture_24_-_Signal_Reconstruction_and_Circumventing_Nyquist/04_W9_L24_P4-Implementing_a_compressive_sensing_signal_reconstruction.mp4 40.90 MB
12. 27_Week_9_-_Lecture_24_-_Signal_Reconstruction_and_Circumventing_Nyquist/03_W9_L24_P3-Circumventing_Nyquist.mp4 38.67 MB
13. 14_Week_4_-_Lecture_11_-_Diffusion_and_Image_Processing/04_W4_L11_P4_-_MATLAB_implementation_of_diffusion_filtering.mp4 38.42 MB
14. 10_Week_3_-_Lecture_7_-_Spectrograms_and_the_Gabor_transforms_in_MATLAB/03_W3_L7_P3-Spectrograms.mp4 38.39 MB
15. 23_Week_8_-_Lecture_20_-_Image_Recognition/01_W8_L20_P1-Introduction_to_recognition_ideas.mp4 38.30 MB
16. 20_Week_7_-_Lecture_17_-_Independent_Component_Analysis/04_W7_L17_P4_-_Mathematical_Framework_and_the_SVD.mp4 37.30 MB
17. 30_Week_10_-_Lecture_27_-_PDE_dynamics_in_the_right/01_W10_L27_P1-Computing_the_best_(low-rank)_basis.mp4 36.62 MB
18. 25_Week_8_-_Lecture_22_-_Implementing_the_catdog_regognition_algorithm/04_W8_L22_P4-Recognition_results.mp4 36.47 MB
19. 08_Week_2_-_Lecture_5_-_The_Wavelet_Transform/01_W2_L5_P1-Introduction_to_Wavelets.mp4 35.83 MB
20. 29_Week_10_-_Lecture_26_-_Dimensionality_Reduction_for_Partial_Differential_Equations/03_W10_L26_P3-The_nonlinear_schrodinger_equation.mp4 35.82 MB
21. 06_Week_1_-_Lecture_3_-_Radar_Detection_and_Averaging/03_W01_L03_P03_-_Moving_signals_and_averaging_in_frequency.mp4 35.58 MB
22. 20_Week_7_-_Lecture_17_-_Independent_Component_Analysis/01_W7_L17_P1_-_Independent_Components_-_The_Cocktail_Party_Problem.mp4 35.52 MB
23. 18_Week_6_-_Lecture_15_-_Principal_Component_Analysis_SVD_diagonlization/05_W6_L15_P5-Interpretation_for_spring-mass_system.mp4 35.34 MB
24. 21_Week_7_-_Lecture_18_-_Image_Separation_with_the_SVD/02_W7_L18_P2_-_Computing_the_Principal_Directions.mp4 35.11 MB
25. 21_Week_7_-_Lecture_18_-_Image_Separation_with_the_SVD/04_W7_L18_P4_-_Using_Kurtosis_for_Final_Analysis.mp4 34.98 MB
26. 26_Week_9_-_Lecture_23_-_Basics_of_Compressive_Sensing/01_W9_L23_P1-Data_fitting_and_norms.mp4 34.75 MB
27. 17_Week_5_-_Lecture_14_-_Principal_Component_Analysis/02_W5_L14_P2_-_The_Variance_and_Covariance_of_the_Data.mp4 34.57 MB
28. 28_Week_9_-_Lecture_25_-_Data/03_W9_L25_P3-Sampling_and_construction_of_Axb.mp4 34.54 MB
29. 19_Week_6_-_Lecture_16_-_Principal_Component_and_Proper_Orthogonal_Modes/01_W6_L16_P1-Modal_expansions.mp4 34.26 MB
30. 25_Week_8_-_Lecture_22_-_Implementing_the_catdog_regognition_algorithm/03_W8_L22_P3-The_linear_discriminant.mp4 34.13 MB
31. 29_Week_10_-_Lecture_26_-_Dimensionality_Reduction_for_Partial_Differential_Equations/01_W10_L26_P1-Basic_techniques_for_solving_PDEs.mp4 34.09 MB
32. 28_Week_9_-_Lecture_25_-_Data/01_W9_L25_P1-Image_analysis_and_reconstruction.mp4 33.57 MB
33. 31_Week_10_-_Lecture_28_-_Global_normal_forms_of_bifurcation_structures_in_PDEs/02_W10_L28_P2-The_water_waves_in_the_right_basis.mp4 33.56 MB
34. 12_Week_4_-_Lecture_9_-_Image_processing_and_analysis/01_W4_L9_P1-Applications_of_image_processing.mp4 33.53 MB
35. 16_Week_5_-_Lecture_13_-_The_SVD_in_Broader_Context/02_W5_L13_P2_-_Diagonalization_of_Matrices.mp4 33.24 MB
36. 22_Week_7_-_Lecture_19_-_Implementing_an_Image_Separation_Algorithm/04_W7_L19_P4_-_Separating_the_Images.mp4 33.22 MB
37. 24_Week_8_-_Lecture_21_-_The_SVD_and_linear_discrimination_analysis/02_W8_L21_P2-Building_dog_cat_PCA_components.mp4 32.73 MB
38. 25_Week_8_-_Lecture_22_-_Implementing_the_catdog_regognition_algorithm/01_W8_L22_P1-Putting_all_the_algorithm_parts_together.mp4 32.60 MB
39. 21_Week_7_-_Lecture_18_-_Image_Separation_with_the_SVD/01_W7_L18_P1_-_Review_of_Mathematical_Algorithm.mp4 32.39 MB
40. 29_Week_10_-_Lecture_26_-_Dimensionality_Reduction_for_Partial_Differential_Equations/02_W10_L26_P2-Basis_expansion_techniques.mp4 32.38 MB
41. 30_Week_10_-_Lecture_27_-_PDE_dynamics_in_the_right/03_W10_L27_P3-Comparison_of_low-rank_approximations.mp4 32.18 MB
42. 21_Week_7_-_Lecture_18_-_Image_Separation_with_the_SVD/05_W7_L18_P5_-_Combining_all_the_Components_for_ICA.mp4 31.80 MB
43. 31_Week_10_-_Lecture_28_-_Global_normal_forms_of_bifurcation_structures_in_PDEs/04_W10_L28_P4-reduction_of_a_neuro-sensory_systems.mp4 31.13 MB
44. 28_Week_9_-_Lecture_25_-_Data/02_W9_L25_P2-Image_Compression.mp4 31.00 MB
45. 14_Week_4_-_Lecture_11_-_Diffusion_and_Image_Processing/01_W4_L11_P1-_Filtering_through_diffusion.mp4 30.53 MB
46. 09_Week_2_-_Lecture_6_-_The_Wavelet_Basis_and_Multi-Resolution_Analysis/02_W2_L6_P2-An_analogy-Fourier_Analysis_and_eigenfunction_expansions.mp4 30.51 MB
47. 26_Week_9_-_Lecture_23_-_Basics_of_Compressive_Sensing/03_W9_L23_P3-Underdetermined_systems.mp4 30.49 MB
48. 15_Week_5_-_Lecture_12_-_Linear_Algebra_and_the_Singular_Value_Decomposition/01_W5_L12_P1_-_Matrix_manipulations_on_data.mp4 30.37 MB
49. 09_Week_2_-_Lecture_6_-_The_Wavelet_Basis_and_Multi-Resolution_Analysis/01_W2_L6_P1-Wavelet_building_blocks-_Dialations_and_Translations.mp4 30.29 MB
50. 07_Week_2_-_Lecture_4_-_The_Windowed_Fourier_Transform/01_W2_L4_P1-A_Window_for_Fourier_Transforming.mp4 30.28 MB