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[FreeTutorials.Us] data-science-using-r
magnet:?xt=urn:btih:b5e97b9ceb2d3e4314f5b845e42c396c60074471&dn=[FreeTutorials.Us] data-science-using-r
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b5e97b9ceb2d3e4314f5b845e42c396c60074471
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171
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4.18 GB
文件大小
2018-6-25 05:15
创建日期
2025-2-5 14:14
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FreeTutorials
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data-science-using-r
01-introduction-to-data-science/001-introduction.mp4 8.92 MB
01-introduction-to-data-science/002-data-generation-and-information-age.mp4 16.52 MB
01-introduction-to-data-science/003-big-data-and-getting-drenched-in-data.mp4 45.6 MB
01-introduction-to-data-science/004-why-data-science......mp4 31.95 MB
02-basic-statistics/005-data-types-and-preliminaries.mp4 16.06 MB
02-basic-statistics/006-random-variable.mp4 10.16 MB
02-basic-statistics/007-what-is-probability....mp4 7.21 MB
02-basic-statistics/008-probability-distribution.mp4 23.39 MB
02-basic-statistics/009-recap-of-concepts-and-probability-applications.mp4 16.7 MB
02-basic-statistics/010-sampling-funnel.mp4 8.59 MB
02-basic-statistics/011-measures-of-central-tendency.mp4 30.75 MB
02-basic-statistics/012-measures-of-dispersion.mp4 13.64 MB
02-basic-statistics/013-measures-of-dispersion-part2.mp4 31.39 MB
02-basic-statistics/014-excpected-value-and-variance-for-discrete-data.mp4 6.75 MB
02-basic-statistics/015-preliminaries-of-r-aad-r-studio.mp4 13.32 MB
02-basic-statistics/016-various-components-and-basics-of-r-studio.mp4 11.93 MB
02-basic-statistics/017-data-visualization-using-rbarplothistogramskewness.mp4 48.95 MB
02-basic-statistics/018-3rd-and-4th-moment-business-decision.mp4 15.84 MB
02-basic-statistics/019-recap-and-box-plot.mp4 21.8 MB
02-basic-statistics/020-normal-distributionpart-1.mp4 14.28 MB
02-basic-statistics/021-normal-distributionpart-2-standarad-normal-distribution.mp4 31.03 MB
02-basic-statistics/022-standard-normal-distribution-part-2.mp4 15.14 MB
02-basic-statistics/023-calculating-probabilities-from-zdistribution.mp4 28.13 MB
02-basic-statistics/024-sampling-variation-samplesize-central-limit-theorm.mp4 21.01 MB
02-basic-statistics/025-normal-quantile-plot-qqplot.mp4 12.17 MB
02-basic-statistics/026-recap-confidence-interval.mp4 21.33 MB
02-basic-statistics/027-confidence-interval-zdistribution-part1.mp4 18.01 MB
02-basic-statistics/028-confidence-interval-zdistribution-part2.mp4 27.69 MB
02-basic-statistics/029-confidence-interval-interpretation.mp4 6.07 MB
02-basic-statistics/030-confidence-interval-tdistribution.mp4 33.54 MB
02-basic-statistics/031-anova-part-1.mp4 17.86 MB
02-basic-statistics/032-anova-part-2.mp4 16.63 MB
02-basic-statistics/033-recap-basic-statistics.mp4 18.66 MB
03-hypothesis-testing-introduction/034-hypothesis-testing-introduction.mp4 23.01 MB
03-hypothesis-testing-introduction/035-hypothesis-testing-formulation.mp4 22.37 MB
03-hypothesis-testing-introduction/036-hypothesis-testing-various-types-of-tests.mp4 8.48 MB
04-hypothesis-testing-parametric/037-2-sample-ttest-part1.mp4 34.55 MB
04-hypothesis-testing-parametric/038-2-sample-ttest-part2.mp4 15.71 MB
04-hypothesis-testing-parametric/039-2-sample-ttest-part3.mp4 18.77 MB
04-hypothesis-testing-parametric/040-one-way-anova-part1.mp4 17.94 MB
04-hypothesis-testing-parametric/041-one-way-anova-part2.mp4 10.07 MB
04-hypothesis-testing-parametric/042-one-way-anova-part3.mp4 7.52 MB
04-hypothesis-testing-parametric/043-anova12-multiple-way.mp4 6.62 MB
04-hypothesis-testing-parametric/044-2-proportion-test.mp4 22.94 MB
04-hypothesis-testing-parametric/045-recap-hypothesis-testing.mp4 10.61 MB
04-hypothesis-testing-parametric/046-1-sample-z-test-part1.mp4 17.44 MB
04-hypothesis-testing-parametric/047-1-sample-z-test-part2.mp4 28.78 MB
04-hypothesis-testing-parametric/048-1-sample-t-test.mp4 32.34 MB
04-hypothesis-testing-parametric/049-1-sample-sign-test.mp4 14.49 MB
04-hypothesis-testing-parametric/050-paired-t-test.mp4 25.24 MB
04-hypothesis-testing-parametric/051-tukey-pairwise-comparisons-part1.mp4 36.63 MB
04-hypothesis-testing-parametric/052-tukey-pairwise-comparisons-part2.mp4 29.64 MB
05-hypothesis-testingnon-parametric/053-chi-square-test.mp4 16.79 MB
05-hypothesis-testingnon-parametric/054-mann-whitney-test.mp4 23.53 MB
05-hypothesis-testingnon-parametric/055-paired-t-test-assumption.mp4 20.19 MB
05-hypothesis-testingnon-parametric/056-moods-median-test.mp4 22.21 MB
06-basics-of-rprogramming/057-basic-programing-using-r-part-1.mp4 33.46 MB
06-basics-of-rprogramming/058-basic-programing-using-r-part-2.mp4 27.01 MB
06-basics-of-rprogramming/059-basic-programing-using-r-part-3.mp4 31.28 MB
06-basics-of-rprogramming/060-basic-programing-using-r-part-4.mp4 33.45 MB
06-basics-of-rprogramming/061-r-programming-case-study-part-1.mp4 13.48 MB
06-basics-of-rprogramming/062-r-programming-case-study-part-2.mp4 35.93 MB
06-basics-of-rprogramming/063-r-programming-case-study-part-3.mp4 47.37 MB
06-basics-of-rprogramming/064-r-programming-case-study-part-4.mp4 30.45 MB
06-basics-of-rprogramming/065-stastical-packages-in-r.mp4 20.76 MB
06-basics-of-rprogramming/066-r-programming-case-study-using-inbuilt-datasets.mp4 40.31 MB
06-basics-of-rprogramming/067-case-study-on-data-visualization-using-r-part-1.mp4 42.21 MB
06-basics-of-rprogramming/068-case-study-on-data-visualization-using-r-part-2.mp4 17.86 MB
06-basics-of-rprogramming/069-case-studay-on-data-visualization-using-r-part-3.mp4 24.57 MB
06-basics-of-rprogramming/070-case-study-on-data-visualization-using-r-part-4.mp4 26.34 MB
06-basics-of-rprogramming/071-recap-exploratory-data-analysis.mp4 28.81 MB
07-predictive-analytics/072-scatter-diagram.mp4 17.62 MB
07-predictive-analytics/073-correlation-coefficient.mp4 17.14 MB
07-predictive-analytics/074-simple-linear-regression-introduction.mp4 20.95 MB
07-predictive-analytics/075-simple-linear-regression-using-r-part-1.mp4 44.13 MB
07-predictive-analytics/076-simple-linear-regression-using-r-part-2.mp4 28.32 MB
07-predictive-analytics/077-simple-linear-regression-using-r-part-3.mp4 22.17 MB
07-predictive-analytics/078-simple-linear-regression-using-r-part-4.mp4 27.99 MB
07-predictive-analytics/079-multiple-linear-regression-introduction.mp4 24.19 MB
07-predictive-analytics/080-multiple-linear-regression-using-r-part-1.mp4 30.74 MB
07-predictive-analytics/081-multiple-linear-regression-using-r-part-2.mp4 20.42 MB
07-predictive-analytics/082-multiple-linear-regression-using-r-part-3.mp4 39.01 MB
07-predictive-analytics/083-recap-linear-regression.mp4 33.3 MB
07-predictive-analytics/084-understanding-logistic-regression-concepts.mp4 45.14 MB
07-predictive-analytics/085-logistic-regression-part-1.mp4 40.59 MB
07-predictive-analytics/086-logistic-regression-part-2.mp4 36.43 MB
07-predictive-analytics/087-logistic-regression-part-3.mp4 29.38 MB
07-predictive-analytics/088-logistic-regression-part-4.mp4 31.32 MB
07-predictive-analytics/089-logistic-regressionlogistic-function-representation.mp4 33.35 MB
07-predictive-analytics/090-logistic-regression-part-5.mp4 35.57 MB
07-predictive-analytics/091-logistic-regression-confusion-matrix.mp4 26.29 MB
07-predictive-analytics/092-logistic-regressionroc.mp4 27.37 MB
07-predictive-analytics/093-logistic-regressionroc-case-studies-part-1.mp4 25.03 MB
07-predictive-analytics/094-logistic-regressionroc-case-studies-part-2.mp4 37.88 MB
08-data-miningclustering-using-r/095-introduction-to-clustering.mp4 22.53 MB
08-data-miningclustering-using-r/096-types-of-data-mining-techniques.mp4 19.66 MB
08-data-miningclustering-using-r/097-hierarchical-clustering-introduction.mp4 15.95 MB
08-data-miningclustering-using-r/098-hierarchical-clustering-case-study.mp4 16.84 MB
08-data-miningclustering-using-r/099-calculating-distance-for-categorical-data.mp4 15.74 MB
08-data-miningclustering-using-r/100-calculating-distance-for-mixed-data-with-case-study.mp4 30.62 MB
08-data-miningclustering-using-r/101-calculating-distance-for-mixed-data-case-study-part-2.mp4 11.55 MB
08-data-miningclustering-using-r/102-calculating-distance-between-clusters-with-case-study.mp4 22.12 MB
08-data-miningclustering-using-r/103-hierarchical-clustering-synopsis.mp4 10.65 MB
08-data-miningclustering-using-r/104-hierarchical-clustering-using-r-part-1.mp4 21.52 MB
08-data-miningclustering-using-r/105-hierarchical-clustering-using-r-part-2.mp4 22.47 MB
08-data-miningclustering-using-r/106-k-means-clustering-introduction.mp4 7.68 MB
08-data-miningclustering-using-r/107-k-means-clustering-using-r-part-1.mp4 27.14 MB
08-data-miningclustering-using-r/108-k-means-clustering-using-r-part-2.mp4 33.46 MB
08-data-miningclustering-using-r/109-k-means-clustering-using-r-part-3.mp4 29.66 MB
08-data-miningclustering-using-r/110-k-means-clustering-using-r-part-4.mp4 25.07 MB
08-data-miningclustering-using-r/111-summary-of-k-means-clustering.mp4 6.17 MB
08-data-miningclustering-using-r/112-difference-between-k-means-and-hierarchical.mp4 6.5 MB
08-data-miningclustering-using-r/113-k-means-clustering-case-study.mp4 29.36 MB
08-data-miningclustering-using-r/114-recap-data-mining-clustering.mp4 25.42 MB
09-dimension-reduction/115-dimension-reduction-introduction.mp4 6.66 MB
09-dimension-reduction/116-dimension-reduction-applications.mp4 35.55 MB
09-dimension-reduction/117-pca-key-benefits.mp4 20.76 MB
09-dimension-reduction/118-pca-intuition.mp4 18.34 MB
09-dimension-reduction/119-pca-preliminaries-and-weights.mp4 40.75 MB
09-dimension-reduction/120-standardize-variables-and-pca-calculation.mp4 12.92 MB
09-dimension-reduction/121-pca-first-goal.mp4 29.1 MB
09-dimension-reduction/122-pca-second-goal.mp4 14.35 MB
09-dimension-reduction/123-pca-third-goal-and-additional-benefits.mp4 21.9 MB
10-association-rules/124-association-rules-introduction.mp4 12.75 MB
10-association-rules/125-market-basket-analysis.mp4 7.47 MB
10-association-rules/126-association-rules-part-1.mp4 12.59 MB
10-association-rules/127-association-rules-part-2.mp4 27.73 MB
10-association-rules/128-association-rulescase-studay-and-terminology.mp4 16.2 MB
10-association-rules/129-association-rulesperformance-measures-and-support-calculation.mp4 30.54 MB
10-association-rules/130-association-rulesconfidance-calculation.mp4 26.05 MB
10-association-rules/131-association-ruleslift-calculation.mp4 30.73 MB
10-association-rules/132-association-rulesrules-selection-process-and-applications.mp4 25.21 MB
11-recommendation-system/133-recommendation-system-introduction.mp4 22.81 MB
11-recommendation-system/134-what-item-to-recommend.mp4 19.08 MB
11-recommendation-system/135-recommender-system-disadvantages.mp4 27.83 MB
11-recommendation-system/136-recommendation-reduction-process.mp4 5.32 MB
11-recommendation-system/137-recap-dimension-reduction-and-association-rules.mp4 22.22 MB
12-text-mining-using-r/138-introductionimportance-and-bag-of-words-representation.mp4 13.72 MB
12-text-mining-using-r/139-terminology-and-preprocessing-of-data.mp4 19.55 MB
12-text-mining-using-r/140-dtm-and-tdm-format.mp4 14.86 MB
12-text-mining-using-r/141-corpus-level-word-cloud.mp4 59.42 MB
12-text-mining-using-r/142-brief-case-study-on-real-project-part-1.mp4 44.8 MB
12-text-mining-using-r/143-brief-case-study-on-real-project-part-2.mp4 43.56 MB
12-text-mining-using-r/144-twitter-data-extraction-using-r.mp4 34.58 MB
12-text-mining-using-r/145-amazon-data-extraction-using-r.mp4 23.19 MB
12-text-mining-using-r/146-recap-text-mining.mp4 7.32 MB
13-forecasting-using-xl-miner/147-forecasting-introduction-and-agenda-for-introduction.mp4 59.31 MB
13-forecasting-using-xl-miner/148-who-forecasts.mp4 37.24 MB
13-forecasting-using-xl-miner/149-forecasting-strategydefining-goal.mp4 30.04 MB
13-forecasting-using-xl-miner/150-forecastingdata-collection-and-various-components.mp4 33.27 MB
13-forecasting-using-xl-miner/151-forecasting-seasonal-trend-random-components.mp4 24.29 MB
13-forecasting-using-xl-miner/152-forecastingdata-exploration-visualization.mp4 49.13 MB
13-forecasting-using-xl-miner/153-forecastingdata-visualization-principles.mp4 13.47 MB
13-forecasting-using-xl-miner/154-forecastingerror-measures.mp4 11.95 MB
13-forecasting-using-xl-miner/155-exploratory-data-analysis-using-walmart-footfalls-example-part1.mp4 58.86 MB
13-forecasting-using-xl-miner/156-exploratory-data-analysis-using-walmart-footfalls-example-part2.mp4 14.03 MB
13-forecasting-using-xl-miner/157-evaluating-predictive-accuracy.mp4 23.37 MB
13-forecasting-using-xl-miner/158-forecasting-different-methods.mp4 7.92 MB
14-forecasting-model-based-approaches/159-forecasting-methodslinear-model.mp4 42.54 MB
14-forecasting-model-based-approaches/160-forecasting-methodsexponential-quadratic-and-additive-seasonality-models.mp4 59.22 MB
14-forecasting-model-based-approaches/161-forecasting-methods-additive-seasonality-with-trendmultiplicative-seasonality.mp4 62.39 MB
14-forecasting-model-based-approaches/162-forecastingirregular-components..mp4 12.13 MB
14-forecasting-model-based-approaches/163-recap-understanding-forecasting.mp4 20.41 MB
15-forecasting-data-driven-approaches/164-forecasting-autocorrelation-model.mp4 82.09 MB
15-forecasting-data-driven-approaches/165-forecastingmodel-based-approach-vs-data-driven-approach.mp4 10.6 MB
15-forecasting-data-driven-approaches/166-forecast-methods-based-on-smoothing.mp4 33.93 MB
15-forecasting-data-driven-approaches/167-forecast-methods-exponential-smoothing.mp4 29.68 MB
15-forecasting-data-driven-approaches/168-forecast-data-driven-holts-and-winter-method.mp4 36.48 MB
15-forecasting-data-driven-approaches/169-forecast-data-drivenseasonal-indexes.mp4 17.43 MB
15-forecasting-data-driven-approaches/170-forecast-seasonal-indexescentered-moving-average-hands-on.mp4 63.14 MB
15-forecasting-data-driven-approaches/171-forecasting-logistic-regression-using-xlminer.mp4 29.94 MB
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