Filename Size 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 31.9 MB 02-basic-statistics/008-probability-distribution.mp4 23.4 MB 02-basic-statistics/011-measures-of-central-tendency.mp4 30.8 MB 02-basic-statistics/013-measures-of-dispersion-part2.mp4 31.4 MB 02-basic-statistics/017-data-visualization-using-rbarplothistogramskewness.mp4 49 MB 02-basic-statistics/019-recap-and-box-plot.mp4 21.8 MB 02-basic-statistics/021-normal-distributionpart-2-standarad-normal-distribution.mp4 31 MB 02-basic-statistics/023-calculating-probabilities-from-zdistribution.mp4 28.1 MB 02-basic-statistics/026-recap-confidence-interval.mp4 21.3 MB 02-basic-statistics/028-confidence-interval-zdistribution-part2.mp4 27.7 MB 02-basic-statistics/030-confidence-interval-tdistribution.mp4 33.5 MB 03-hypothesis-testing-introduction/034-hypothesis-testing-introduction.mp4 23 MB 03-hypothesis-testing-introduction/035-hypothesis-testing-formulation.mp4 22.4 MB 04-hypothesis-testing-parametric/037-2-sample-ttest-part1.mp4 34.5 MB 04-hypothesis-testing-parametric/044-2-proportion-test.mp4 22.9 MB 04-hypothesis-testing-parametric/047-1-sample-z-test-part2.mp4 28.8 MB 04-hypothesis-testing-parametric/048-1-sample-t-test.mp4 32.3 MB 04-hypothesis-testing-parametric/050-paired-t-test.mp4 25.2 MB 04-hypothesis-testing-parametric/051-tukey-pairwise-comparisons-part1.mp4 36.6 MB 04-hypothesis-testing-parametric/052-tukey-pairwise-comparisons-part2.mp4 29.6 MB 05-hypothesis-testingnon-parametric/054-mann-whitney-test.mp4 23.5 MB 05-hypothesis-testingnon-parametric/056-moods-median-test.mp4 22.2 MB 06-basics-of-rprogramming/057-basic-programing-using-r-part-1.mp4 33.5 MB 06-basics-of-rprogramming/058-basic-programing-using-r-part-2.mp4 27 MB 06-basics-of-rprogramming/059-basic-programing-using-r-part-3.mp4 31.3 MB 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07-predictive-analytics/078-simple-linear-regression-using-r-part-4.mp4 28 MB 07-predictive-analytics/079-multiple-linear-regression-introduction.mp4 24.2 MB 07-predictive-analytics/080-multiple-linear-regression-using-r-part-1.mp4 30.7 MB 07-predictive-analytics/082-multiple-linear-regression-using-r-part-3.mp4 39 MB 07-predictive-analytics/083-recap-linear-regression.mp4 33.3 MB 07-predictive-analytics/084-understanding-logistic-regression-concepts.mp4 45.1 MB 07-predictive-analytics/085-logistic-regression-part-1.mp4 40.6 MB 07-predictive-analytics/086-logistic-regression-part-2.mp4 36.4 MB 07-predictive-analytics/087-logistic-regression-part-3.mp4 29.4 MB 07-predictive-analytics/088-logistic-regression-part-4.mp4 31.3 MB 07-predictive-analytics/089-logistic-regressionlogistic-function-representation.mp4 33.4 MB 07-predictive-analytics/090-logistic-regression-part-5.mp4 35.6 MB 07-predictive-analytics/091-logistic-regression-confusion-matrix.mp4 26.3 MB 07-predictive-analytics/092-logistic-regressionroc.mp4 27.4 MB 07-predictive-analytics/093-logistic-regressionroc-case-studies-part-1.mp4 25 MB 07-predictive-analytics/094-logistic-regressionroc-case-studies-part-2.mp4 37.9 MB 08-data-miningclustering-using-r/095-introduction-to-clustering.mp4 22.5 MB 08-data-miningclustering-using-r/100-calculating-distance-for-mixed-data-with-case-study.mp4 30.6 MB 08-data-miningclustering-using-r/102-calculating-distance-between-clusters-with-case-study.mp4 22.1 MB 08-data-miningclustering-using-r/104-hierarchical-clustering-using-r-part-1.mp4 21.5 MB 08-data-miningclustering-using-r/105-hierarchical-clustering-using-r-part-2.mp4 22.5 MB 08-data-miningclustering-using-r/107-k-means-clustering-using-r-part-1.mp4 27.1 MB 08-data-miningclustering-using-r/108-k-means-clustering-using-r-part-2.mp4 33.5 MB 08-data-miningclustering-using-r/109-k-means-clustering-using-r-part-3.mp4 29.7 MB 08-data-miningclustering-using-r/110-k-means-clustering-using-r-part-4.mp4 25.1 MB 08-data-miningclustering-using-r/113-k-means-clustering-case-study.mp4 29.4 MB 08-data-miningclustering-using-r/114-recap-data-mining-clustering.mp4 25.4 MB 09-dimension-reduction/116-dimension-reduction-applications.mp4 35.6 MB 09-dimension-reduction/119-pca-preliminaries-and-weights.mp4 40.7 MB 09-dimension-reduction/121-pca-first-goal.mp4 29.1 MB 09-dimension-reduction/123-pca-third-goal-and-additional-benefits.mp4 21.9 MB 10-association-rules/127-association-rules-part-2.mp4 27.7 MB 10-association-rules/129-association-rulesperformance-measures-and-support-calculation.mp4 30.5 MB 10-association-rules/130-association-rulesconfidance-calculation.mp4 26 MB 10-association-rules/131-association-ruleslift-calculation.mp4 30.7 MB 10-association-rules/132-association-rulesrules-selection-process-and-applications.mp4 25.2 MB 11-recommendation-system/133-recommendation-system-introduction.mp4 22.8 MB 11-recommendation-system/135-recommender-system-disadvantages.mp4 27.8 MB 11-recommendation-system/137-recap-dimension-reduction-and-association-rules.mp4 22.2 MB 12-text-mining-using-r/141-corpus-level-word-cloud.mp4 59.4 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 43.6 MB 12-text-mining-using-r/144-twitter-data-extraction-using-r.mp4 34.6 MB 12-text-mining-using-r/145-amazon-data-extraction-using-r.mp4 23.2 MB 13-forecasting-using-xl-miner/147-forecasting-introduction-and-agenda-for-introduction.mp4 59.3 MB 13-forecasting-using-xl-miner/148-who-forecasts.mp4 37.2 MB 13-forecasting-using-xl-miner/149-forecasting-strategydefining-goal.mp4 30 MB 13-forecasting-using-xl-miner/150-forecastingdata-collection-and-various-components.mp4 33.3 MB 13-forecasting-using-xl-miner/151-forecasting-seasonal-trend-random-components.mp4 24.3 MB 13-forecasting-using-xl-miner/152-forecastingdata-exploration-visualization.mp4 49.1 MB 13-forecasting-using-xl-miner/155-exploratory-data-analysis-using-walmart-footfalls-example-part1.mp4 58.9 MB 13-forecasting-using-xl-miner/157-evaluating-predictive-accuracy.mp4 23.4 MB 14-forecasting-model-based-approaches/159-forecasting-methodslinear-model.mp4 42.5 MB 14-forecasting-model-based-approaches/160-forecasting-methodsexponential-quadratic-and-additive-seasonality-models.mp4 59.2 MB 14-forecasting-model-based-approaches/161-forecasting-methods-additive-seasonality-with-trendmultiplicative-seasonality.mp4 62.4 MB 15-forecasting-data-driven-approaches/164-forecasting-autocorrelation-model.mp4 82.1 MB 15-forecasting-data-driven-approaches/166-forecast-methods-based-on-smoothing.mp4 33.9 MB 15-forecasting-data-driven-approaches/167-forecast-methods-exponential-smoothing.mp4 29.7 MB 15-forecasting-data-driven-approaches/168-forecast-data-driven-holts-and-winter-method.mp4 36.5 MB 15-forecasting-data-driven-approaches/170-forecast-seasonal-indexescentered-moving-average-hands-on.mp4 63.1 MB 15-forecasting-data-driven-approaches/171-forecasting-logistic-regression-using-xlminer.mp4 29.9 MB
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