Coursera - MaThematics for Machine Learning PCA

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Download Free Download : Coursera - Mathematics for Machine Learning PCA
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:880.7 MB
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Files Included :

Spoiler

01 introduction-to-the-course.mp4 (16.44 MB)
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01 welcome-to-module-1.mp4 (3.82 MB)
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02 mean-of-a-dataset.mp4 (22.71 MB)
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01 variance-of-one-dimensional-datasets.mp4 (32.91 MB)
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04 variance-of-higher-dimensional-datasets.mp4 (31.72 MB)
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01 effect-on-the-mean.mp4 (31.12 MB)
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02 effect-on-the-co-variance.mp4 (20.11 MB)
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04 see-you-next-module.mp4 (2.31 MB)
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01 welcome-to-module-2.mp4 (11.05 MB)
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02 dot-product.mp4 (31.52 MB)
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01 inner-product-definition.mp4 (34.23 MB)
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03 inner-product-length-of-vectors.mp4 (47.35 MB)
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04 inner-product-distances-between-vectors.mp4 (24.7 MB)
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07 inner-product-angles-and-orthogonality.mp4 (37.15 MB)
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10 inner-products-of-functions-and-random-variables-optional.mp4 (45.3 MB)
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11 heading-for-the-next-module.mp4 (2.93 MB)
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01 welcome-to-module-3.mp4 (3.51 MB)
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02 projection-onto-1d-subspaces.mp4 (50.62 MB)
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03 example-projection-onto-1d-subspaces.mp4 (22.97 MB)
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05 projections-onto-higher-dimensional-subspaces.mp4 (58.03 MB)
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07 example-projection-onto-a-2d-subspace.mp4 (25.46 MB)
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10 this-was-module-3.mp4 (2.67 MB)
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01 welcome-to-module-4.mp4 (6.54 MB)
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04 problem-setting-and-pca-objective.mp4 (51.68 MB)
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07 finding-the-coordinates-of-the-projected-data.mp4 (35.05 MB)
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08 reformulation-of-the-objective.mp4 (66.64 MB)
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10 finding-the-basis-vectors-that-span-the-principal-subspace.mp4 (46.7 MB)
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01 steps-of-pca.mp4 (21.93 MB)
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02 pca-in-high-dimensions.mp4 (38.02 MB)
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05 other-interpretations-of-pca-optional.mp4 (47.12 MB)
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06 summary-of-this-module.mp4 (3.45 MB)
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07 this-was-the-course-on-pca.mp4 (4.93 MB)
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