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Data Mining Specialization
TORRENT SUMMARY
Status:
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The Data Mining Specialization teaches data mining techniques for both structured data which conform to a clearly defined schema, and unstructured data which exist in the form of natural language text. Specific course topics include pattern discovery, clustering, text retrieval, text mining and analytics, and data visualization. The Capstone project task is to solve real-world data mining challenges using a restaurant review data set from Yelp.
Released 9/2022
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TutsNode.net.txt
63 B
[TutsNode.net] - Data Mining Specialization/cluster-analysis/01_course-orientation/01_about-the-course/04_social-media_illinois.edu
70.6 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/02_1-1-what-is-cluster-analysis.en.srt
2.2 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/02_1-1-what-is-cluster-analysis.en.txt
1.4 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/03_1-2-applications-of-cluster-analysis.en.srt
2.2 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/03_1-2-applications-of-cluster-analysis.en.txt
1.4 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/05_1-4-a-multi-dimensional-categorization.en.srt
2.3 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/01_lesson-1-cluster-analysis-an-introduction/05_1-4-a-multi-dimensional-categorization.en.txt
1.4 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/03_lesson-2-similarity-measures-for-cluster-analysis/02_2-1-basic-concepts-measuring-similarity-between-objects.en.txt
2.1 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/03_lesson-2-similarity-measures-for-cluster-analysis/04_2-3-proximity-measure-for-symetric-vs-asymmetric-binary-variables.en.txt
2.9 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/03_lesson-2-similarity-measures-for-cluster-analysis/05_2-4-distance-between-categorical-attributes-ordinal-attributes-and-mixed-types.en.txt
2.6 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/03_lesson-2-similarity-measures-for-cluster-analysis/06_2-5-proximity-measure-between-two-vectors-cosine-similarity.en.srt
2.9 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/02_module-1/03_lesson-2-similarity-measures-for-cluster-analysis/06_2-5-proximity-measure-between-two-vectors-cosine-similarity.en.txt
1.8 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/03_week-2/01_lesson-3-partitioning-based-clustering-methods/02_3-1-partitioning-based-clustering-methods_3.1._Partitioning-Based_Clustering_Methods.pdf
188.7 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/03_week-2/01_lesson-3-partitioning-based-clustering-methods/06_3-5-the-k-medians-and-k-modes-clustering-methods_3.5._The_K-Medians_and_K-Modes_Clustering_Methods.pdf
216.9 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/03_week-2/03_lesson-4-hierarchical-clustering-methods/05_4-4-extensions-to-hierarchical-clustering.en.txt
2 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/03_week-2/03_lesson-4-hierarchical-clustering-methods/06_4-5-birch-a-micro-clustering-based-approach_4.5._BIRCH_A_Micro-Clustering-Based_Approach.pdf
187.2 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/04_week-3/01_lesson-4-hierarchical-clustering-methods-continued/02_4-6-cure-clustering-using-well-scattered-representatives_4.6._CURE_Clustering_Using_Well-Scattered_Representatives.pdf
320.2 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/04_week-3/03_lesson-5-density-based-and-grid-based-clustering-methods/06_5-5-sting-a-statistical-information-grid-approach_5.5._STING_A_Statistical_Information_Grid_Approach.pdf
372.5 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/04_week-3/03_lesson-5-density-based-and-grid-based-clustering-methods/07_5-6-clique-grid-based-subspace-clustering.en.srt
7.5 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/05_week-4/01_lesson-6-methods-for-clustering-validation/02_6-1-methods-for-clustering-validation_6.1._Methods_for_Clustering_Validation.pdf
143.8 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/05_week-4/01_lesson-6-methods-for-clustering-validation/09_6-8-relative-measures.en.srt
5.9 KB
[TutsNode.net] - Data Mining Specialization/cluster-analysis/05_week-4/02_week-4-graded-activities/01_lesson-6-quiz_exam.html
82.8 KB
[TutsNode.net] - Data Mining Specialization/data-mining-project/01_orientation/01_orientation/03_syllabus_1501.02527
42.2 KB
[TutsNode.net] - Data Mining Specialization/data-mining-project/01_orientation/01_orientation/07_data-set-and-toolkit-acquisition_Capstone.ova
2.8 GB
[TutsNode.net] - Data Mining Specialization/data-mining-project/01_orientation/01_orientation/07_data-set-and-toolkit-acquisition_yelp_dataset.tar.gz
422.9 MB
[TutsNode.net] - Data Mining Specialization/data-patterns/02_module-1/02_lesson-2-efficient-pattern-mining-methods/05_2-4-mining-frequent-patterns-by-exploring-vertical-data-format.en.txt
2.5 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/03_module-2/01_lesson-3-pattern-evaluation/02_3-1-limitation-of-the-support-confidence-framework.en.srt
3.8 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/03_module-2/01_lesson-3-pattern-evaluation/05_3-4-comparison-of-null-invariant-measures_Comparison_of_Null-Invariant_Measures.pdf
339 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/03_module-2/02_lesson-4-mining-diverse-frequent-patterns/04_4-3-mining-quantitative-associations_2016-PD-04-mining-diverse-patterns_-_3.pdf
140.7 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/03_module-2/02_lesson-4-mining-diverse-frequent-patterns/07_lesson-4-quiz_exam.html
75.7 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/04_module-3/01_lesson-5-sequential-pattern-mining/04_5-3-spade-sequential-pattern-mining-in-vertical-data-format.en.txt
2.2 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/04_module-3/01_lesson-5-sequential-pattern-mining/06_5-5-clospan-mining-closed-sequential-patterns.en.srt
3.7 KB
[TutsNode.net] - Data Mining Specialization/data-patterns/05_week-4/02_lesson-8-advanced-topics-on-pattern-discovery/02_8-1-frequent-pattern-mining-in-data-streams.mp4
33.7 MB
[TutsNode.net] - Data Mining Specialization/data-patterns/05_week-4/02_lesson-8-advanced-topics-on-pattern-discovery/05_8-4-advanced-topics-on-pattern-discovery-pattern-mining-and-society-privacy.en.srt
17.4 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/01_course-orientation/01_about-the-course/05_social-media_illinois.edu
73.6 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/02_week-1-the-computer-and-the-human/03_lesson-1-2-graphics-drawing-and-photorealism/05_1-2-4-photorealism.mp4
52.5 MB
[TutsNode.net] - Data Mining Specialization/datavisualization/02_week-1-the-computer-and-the-human/03_lesson-1-2-graphics-drawing-and-photorealism/05_1-2-4-photorealism_1.2.4-photorealism.pdf
948.8 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/02_week-1-the-computer-and-the-human/03_lesson-1-2-graphics-drawing-and-photorealism/06_1-2-5-non-photorealism_1.2.5-non-photorealism.pdf
714.4 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/02_week-1-the-computer-and-the-human/04_lesson-1-3-humans-and-visualization/02_1-3-2-memory.mp4
34.3 MB
[TutsNode.net] - Data Mining Specialization/datavisualization/03_week-2-visualization-of-numerical-data/03_lesson-2-2-glyphs-parallel-coordinates-and-stacked-graphs/04_2-2-3-stacked-graphs-part-1_2.2.3-stacked_bar_charts.pdf
958.9 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/03_week-2-visualization-of-numerical-data/03_lesson-2-2-glyphs-parallel-coordinates-and-stacked-graphs/05_2-2-3-stacked-graphs-part-2.en.srt
7.6 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/03_week-2-visualization-of-numerical-data/04_lesson-2-3-tuftes-design-rules-and-using-color/02_2-3-2-using-color.en.srt
13.6 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/04_week-3-visualization-of-non-numerical-data/02_lesson-3-1-graphs-graph-visualization-and-tree-maps/01_3-1-1-graphs-and-networks_03-11-graphs_V2.pdf
1013.6 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/04_week-3-visualization-of-non-numerical-data/02_lesson-3-1-graphs-graph-visualization-and-tree-maps/03_3-1-3-graph-visualization.mp4
33.3 MB
[TutsNode.net] - Data Mining Specialization/datavisualization/04_week-3-visualization-of-non-numerical-data/03_lesson-3-2-principal-component-analysis-and-multidimensional-scaling/01_3-2-1-principal-component-analysis.en.srt
10.4 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/04_week-3-visualization-of-non-numerical-data/04_lesson-3-3-packing/01_3-3-1-packing_03-31-packing_V2.pdf
964.3 KB
[TutsNode.net] - Data Mining Specialization/datavisualization/05_week-4-the-visualization-dashboard/01_week-4-information/02_week-4-introduction.en.txt
528 B
[TutsNode.net] - Data Mining Specialization/datavisualization/05_week-4-the-visualization-dashboard/02_lesson-4-1-visualization-systems-and-database-visualization/01_4-1-1-visualization-systems_04-11-systems.pdf
369.8 KB
[TutsNode.net] - Data Mining Specialization/text-mining/01_orientation/01_about-the-course/02_syllabus_instructions.html
22.2 KB
[TutsNode.net] - Data Mining Specialization/text-mining/02_week-1/02_week-1-lessons/03_1-3-natural-language-content-analysis-part-1_TM-4-nlp.pdf
638.3 KB
[TutsNode.net] - Data Mining Specialization/text-mining/02_week-1/02_week-1-lessons/04_1-4-natural-language-content-analysis-part-2.en.srt
4.6 KB
[TutsNode.net] - Data Mining Specialization/text-mining/02_week-1/02_week-1-lessons/07_1-7-word-association-mining-and-analysis.en.txt
10.3 KB
[TutsNode.net] - Data Mining Specialization/text-mining/02_week-1/02_week-1-lessons/09_1-9-paradigmatic-relation-discovery-part-2.en.srt
22.4 KB
[TutsNode.net] - Data Mining Specialization/text-mining/04_week-3/02_week-3-lessons/02_3-2-probabilistic-topic-models-mixture-model-estimation-part-1_TM-18-mixture-model-est.pdf
929.6 KB
[TutsNode.net] - Data Mining Specialization/text-mining/04_week-3/02_week-3-lessons/03_3-3-probabilistic-topic-models-mixture-model-estimation-part-2_TM-18-mixture-model-est_1.pdf
929.6 KB
[TutsNode.net] - Data Mining Specialization/text-mining/05_week-4/02_week-4-lessons/05_4-5-text-clustering-similarity-based-approaches_TM-26-clustering-similarity.pdf
475.2 KB
[TutsNode.net] - Data Mining Specialization/text-mining/05_week-4/02_week-4-lessons/08_4-8-text-categorization-methods.en.srt
13.9 KB
[TutsNode.net] - Data Mining Specialization/text-mining/05_week-4/02_week-4-lessons/08_4-8-text-categorization-methods_TM-29-text-cat-methods.pdf
394.8 KB
[TutsNode.net] - Data Mining Specialization/text-mining/05_week-4/02_week-4-lessons/09_4-9-text-categorization-generative-probabilistic-models.en.srt
39.6 KB
[TutsNode.net] - Data Mining Specialization/text-mining/05_week-4/02_week-4-lessons/09_4-9-text-categorization-generative-probabilistic-models.mp4
49.8 MB
[TutsNode.net] - Data Mining Specialization/text-mining/06_week-5/02_week-5-lessons/01_5-1-text-categorization-discriminative-classifier-part-1.mp4
33.4 MB
[TutsNode.net] - Data Mining Specialization/text-mining/06_week-5/02_week-5-lessons/02_5-2-text-categorization-discriminative-classifier-part-2.mp4
52.9 MB
[TutsNode.net] - Data Mining Specialization/text-mining/06_week-5/02_week-5-lessons/04_5-4-text-categorization-evaluation-part-2_TM-34-text-cat-eval-part2.pdf
566.4 KB
[TutsNode.net] - Data Mining Specialization/text-mining/06_week-5/02_week-5-lessons/05_5-5-opinion-mining-and-sentiment-analysis-motivation.en.txt
13.4 KB
[TutsNode.net] - Data Mining Specialization/text-mining/06_week-5/02_week-5-lessons/05_5-5-opinion-mining-and-sentiment-analysis-motivation_TM-35-sentiment.pdf
659.9 KB
[TutsNode.net] - Data Mining Specialization/text-mining/07_week-6/02_week-6-lessons/05_6-5-contextual-text-mining-contextual-probabilistic-latent-semantic-analysis.mp4
30.9 MB
[TutsNode.net] - Data Mining Specialization/text-mining/07_week-6/02_week-6-lessons/06_6-6-contextual-text-mining-mining-topics-with-social-network-context_TM-43-netplsa.pdf
585.8 KB
[TutsNode.net] - Data Mining Specialization/text-mining/07_week-6/02_week-6-lessons/07_6-7-contextual-text-mining-mining-casual-topics-with-time-series-supervision.mp4
31.8 MB
[TutsNode.net] - Data Mining Specialization/text-mining/07_week-6/02_week-6-lessons/08_6-8-course-summary.mp4
31.9 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/01_orientation/01_about-the-course/05_social-media_illinois.edu
73.6 KB
[TutsNode.net] - Data Mining Specialization/text-retrieval/01_orientation/02_orientation-activities/02_course-introduction-video.mp4
34.6 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/02_week-1/02_week-1-lessons/01_lesson-1-1-natural-language-content-analysis.mp4
76.6 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/02_week-1/02_week-1-lessons/03_lesson-1-3-text-retrieval-problem.mp4
47.3 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/03_week-2/02_week-2-lessons/02_lesson-2-2-tf-transformation_2.2_TR-TF_Transformation.pdf
722 KB
[TutsNode.net] - Data Mining Specialization/text-retrieval/03_week-2/02_week-2-lessons/03_lesson-2-3-doc-length-normalization.mp4
30.7 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/03_week-2/02_week-2-lessons/04_lesson-2-4-implementation-of-tr-systems.mp4
33.4 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/04_week-3/04_honors-track-programming-assignment/02_programming-assignment-1_Assignment_1.tar.gz
74.4 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/06_week-5/02_week-5-lessons/03_lesson-5-3-feedback-in-text-retrieval-feedback-in-lm.mp4
32.8 MB
[TutsNode.net] - Data Mining Specialization/text-retrieval/07_week-6/02_week-6-lessons/05_lesson-6-5-recommender-systems-content-based-filtering-part-1.en.srt
