|
RAR-files |
| e-lrcd.rar |
15,000,000 |
43BD2FE9 |
| e-lrcd.r00 |
15,000,000 |
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| e-lrcd.r01 |
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| e-lrcd.r02 |
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| e-lrcd.r03 |
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| e-lrcd.r04 |
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| e-lrcd.r05 |
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| e-lrcd.r06 |
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| e-lrcd.r07 |
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| e-lrcd.r08 |
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| e-lrcd.r09 |
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| e-lrcd.r10 |
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| e-lrcd.r11 |
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| e-lrcd.r12 |
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| e-lrcd.r13 |
15,000,000 |
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| e-lrcd.r14 |
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| e-lrcd.r15 |
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| e-lrcd.r16 |
15,000,000 |
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| e-lrcd.r17 |
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| e-lrcd.r18 |
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| Total size: |
292,398,597 |
|
|
| Archived
files |
|
01 - Course_Overview.mp4 |
3,946,431 |
2497FD51 |
|
08 - Drawbacks_of_Reducing_Complexity.mp4 |
1,870,373 |
6276C5AD |
|
10 - Demo_-_Establishing_a_Baseline_Model.mp4 |
4,118,457 |
44BE12B7 |
|
11 - Demo_-_The_Boston_Housing_Prices_Dataset_-_Exploration.mp4 |
8,272,716 |
A292FADC |
|
06 - Techniques_to_Reduce_Complexity.mp4 |
5,237,879 |
E8EA1084 |
|
04 - The_Curse_of_Dimensionality.mp4 |
8,843,158 |
90FA701A |
|
12 - Demo_-_Kitchen_Sink_Regression_to_Establish_a_Baseline_Model.mp4 |
10,947,444 |
FB981A91 |
|
13 - Summary.mp4 |
2,392,322 |
66AEAE7F |
|
02 - Module_Overview.mp4 |
1,718,869 |
33BE208C |
|
05 - Overfitting_and_the_Bias-variance_Trade-off.mp4 |
10,170,298 |
04097E75 |
|
03 - Prerequisites_and_Course_Outline.mp4 |
8,791,001 |
9E093733 |
|
07 - Choosing_the_Right_Technique.mp4 |
7,073,773 |
4B4E4509 |
|
09 - Demo_-_The_Diabetes_Dataset_-_Exploration.mp4 |
12,550,505 |
0EDB30BA |
|
22 - Demo_-_Select_Features_Using_Percentiles_and_Mutual_Information_Analysis.mp4 |
6,509,417 |
EF6D5562 |
|
24 - Summary.mp4 |
2,136,156 |
34A039B7 |
|
23 - Demo_-_Dictionary_Learning_on_Handwritten_Digits.mp4 |
11,204,652 |
3C63D1E3 |
|
15 - Statistical_Techniques_for_Feature_Selection.mp4 |
5,024,906 |
957DFE31 |
|
18 - Demo_-_Selecting_K_Best_Features_Using_Chi2_Analysis.mp4 |
7,337,297 |
BF23D31E |
|
19 - Demo_-_Setting_up_Helper_Functions_for_Feature_Selection.mp4 |
8,148,722 |
A89385D2 |
|
16 - Conceptual_Overview_of_Different_Feature_Selection_Techniques.mp4 |
7,322,189 |
02D4F350 |
|
21 - Demo_-_Find_the_Right_Value_for_K_Using_ANOVA.mp4 |
5,562,749 |
C0D8550C |
|
17 - Demo_-_Selecting_Features_Using_a_Variance_Threshold.mp4 |
13,545,032 |
409AE6CE |
|
20 - Demo_-_Find_the_Right_Value_for_K_Using_Chi2_Analysis.mp4 |
5,332,422 |
B4506922 |
|
14 - Module_Overview.mp4 |
1,635,444 |
3D52CB19 |
|
29 - Understanding_Factor_Analysis.mp4 |
3,782,518 |
973A2F27 |
|
28 - Demo_-_Building_Linear_Models_Using_Principal_Components.mp4 |
7,478,595 |
3B46D95B |
|
27 - Demo_-_Performing_PCA_to_Reduce_Dimensionality.mp4 |
6,462,597 |
3C25C321 |
|
32 - Demo_-_Performing_Linear_Discriminant_Analysis_to_Reorient_Data.mp4 |
10,984,710 |
A9107798 |
|
31 - Understanding_Linear_Discriminant_Analysis.mp4 |
3,517,015 |
7CC51368 |
|
33 - Summary.mp4 |
1,441,862 |
E4C98D71 |
|
25 - Module_Overview.mp4 |
2,889,371 |
A57742EB |
|
26 - Understanding_Principal_Components_Analysis.mp4 |
10,947,006 |
659FDA1C |
|
30 - Demo_-_Applying_Factor_Analysis_to_Reduce_Dimensionality.mp4 |
10,769,987 |
4F8026B2 |
|
41 - Summary.mp4 |
1,736,532 |
364A55EB |
|
39 - Demo_-_Manifold_Learning_Using_Locally_Linear_Embedding.mp4 |
7,125,227 |
06C43D6F |
|
40 - Demo_-_Performing_Kernel_PCA_to_Reduce_Complexity_in_Non_Linear_Data.mp4 |
14,345,388 |
A4F6D63A |
|
37 - Demo_-_Manifold_Learning_Using_Multidimensional_Scaling_and_Spectral_Embedding.mp4 |
8,304,519 |
E05FEF30 |
|
38 - Demo_-_Manifold_Learning_Using_t-SNE_and_Isomap.mp4 |
5,775,331 |
2E1782EE |
|
34 - Module_Overview.mp4 |
3,885,073 |
B6E36655 |
|
35 - Understanding_Manifold_Learning.mp4 |
8,631,770 |
11CBF7ED |
|
36 - Demo_-_Generate_Manifold_and_Set_up_Helper_Functions.mp4 |
10,700,347 |
FF33ABB1 |
|
45 - Demo_-_Transforming_Data_Using_K-means_Cluster_Centers.mp4 |
6,875,109 |
269C284F |
|
42 - Module_Overview.mp4 |
2,060,230 |
D496DC8F |
|
43 - K-means_Model_Stacking.mp4 |
4,592,251 |
7F6206CA |
|
49 - Summary_and_Further_Study.mp4 |
2,983,093 |
03814636 |
|
46 - Autoencoding.mp4 |
12,068,288 |
9C53223B |
|
44 - Demo_-_Classifying_Image_with_Original_Features.mp4 |
7,555,877 |
C95DE382 |
|
48 - Demo_-_Using_Autoencoders_to_Learn_Efficient_Representations_of_Data.mp4 |
10,364,023 |
B2A76ED6 |
|
47 - Demo_-_Prepare_Image_Data_to_Feed_an_Autoencoder.mp4 |
8,799,474 |
B28D61C3 |
|
reducing-complexity-data.zip |
34,068,494 |
E34356B9 |
|
| Total size: |
367,836,899 |
|
|
