download скачать Free download скачать : Udemy - Statistical Thinking and Data Science with R
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:14.69 GB

Files Included :

1  Introduction.mp4 (69.08 MB)
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2  Get the Best out of this course.mp4 (49.14 MB)
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3  Curriculum.mp4 (117.51 MB)
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4  Types of analytics.mp4 (141.71 MB)
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5  Objectives of data science.mp4 (15.02 MB)
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6  Applications of data science.mp4 (16.51 MB)
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7  The data science Process.mp4 (8.63 MB)
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8  Why R.mp4 (126.3 MB)
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1  Waiting line at a call centre.mp4 (57.67 MB)
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10  Assignment.mp4 (36.65 MB)
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11  Assignment Solution.mp4 (80.84 MB)
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12  Summary.mp4 (53.89 MB)
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2  Defining the right K.mp4 (56.46 MB)
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3  Capacity Constraints.mp4 (67.53 MB)
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4  Assignment.mp4 (29.28 MB)
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5  Assignment solution.mp4 (49.62 MB)
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6  Sequential service on one system.mp4 (100.97 MB)
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7  Many Services.mp4 (70.51 MB)
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8  Multiple service simulations in R.mp4 (124.51 MB)
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9  Conclusion.mp4 (64.31 MB)
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1  Hypothesis testing.mp4 (134.53 MB)
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10  Non Normality.mp4 (18.9 MB)
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11  Chi-Square test for independence.mp4 (80.49 MB)
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12  Chi-square test in R.mp4 (14.73 MB)
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13  Fisher test.mp4 (75.72 MB)
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14  UK drivers.mp4 (73.58 MB)
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15  T test on drivers.mp4 (23.99 MB)
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17  Hypothesis test for binomial distributions.mp4 (57.16 MB)
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18  Revisiting Bayes theory.mp4 (15.11 MB)
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19  Bayesian inference.mp4 (50.58 MB)
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2  Hypothesis testing.mp4 (40.52 MB)
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20  Calculating  post estimate.mp4 (22.5 MB)
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21  Odds and odds ratio.mp4 (13.91 MB)
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3  Sampling.mp4 (32.42 MB)
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4  Histogram for mean identification.mp4 (80.05 MB)
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5  Boxplot.mp4 (33.4 MB)
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6  Two sample T-test.mp4 (46 MB)
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7  Cats heart weight.mp4 (49.74 MB)
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8  One sample test.mp4 (29.92 MB)
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9  Pizza Place.mp4 (23.83 MB)
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1  Analysis of variance.mp4 (28.45 MB)
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10  EDA for housing.mp4 (69.79 MB)
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11  one variable modeling.mp4 (45.03 MB)
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12  Multiple Regression.mp4 (45.63 MB)
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13  model interaction.mp4 (104.19 MB)
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14  Comparing models with ANOVA.mp4 (18.86 MB)
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15  Further data analysis.mp4 (54.47 MB)
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16  Regressing all the variables.mp4 (62.33 MB)
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17  feature importance.mp4 (70.53 MB)
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18  Step AIC.mp4 (100.49 MB)
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2  Analysis of variance inside R.mp4 (44.97 MB)
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3  Tukey Honest significant differences.mp4 (24.04 MB)
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4  Interpretation of Tukey.mp4 (7.76 MB)
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5  two way ANOVA.mp4 (43.69 MB)
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6  Intro to linear Regression.mp4 (113.45 MB)
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7  Linear Regression in excel.mp4 (47 MB)
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8  Sum of squared errors.mp4 (24.13 MB)
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9  Cleaning the data for regression.mp4 (99.29 MB)
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1  Intro.mp4 (178.03 MB)
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10  Comparing three models.mp4 (119.47 MB)
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11  Log odds of categorical Variable.mp4 (107.26 MB)
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12  Multinomial logistic regression.mp4 (90.24 MB)
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13  Predicting the multinomial.mp4 (58.58 MB)
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14  Testing social economic status.mp4 (64.4 MB)
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15  improving the model.mp4 (82.66 MB)
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2  Logistic Regression.mp4 (38.24 MB)
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3  City vs Price per square foot.mp4 (63.08 MB)
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4  Predicting one observation.mp4 (80.12 MB)
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5  Odds and probability question.mp4 (67.43 MB)
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6  fitting all variables.mp4 (25.54 MB)
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7  understanding multiple predictors.mp4 (34.78 MB)
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8  Testing Categorical variables.mp4 (44.31 MB)
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9  Conclusions about Multiple predictions.mp4 (13.63 MB)
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1  Intro.mp4 (143.25 MB)
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10  Lasso Regression.mp4 (36.3 MB)
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11  Visualization of lasso.mp4 (58 MB)
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12  Minimum squared error Lasso.mp4 (23.07 MB)
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13  Prediction after Cross validation.mp4 (47.83 MB)
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14  model matrix for logistic regression.mp4 (24.56 MB)
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15  Non Zero Coefficients.mp4 (102.51 MB)
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16  Lasso Coefficients.mp4 (141.89 MB)
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2  Regularized regression models.mp4 (30.19 MB)
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3  The loss function.mp4 (10.76 MB)
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4  Multi-Colinearity.mp4 (75.02 MB)
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5  Splitting the data.mp4 (39.33 MB)
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6  encoding.mp4 (57.95 MB)
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7  Training Ridge Regression.mp4 (35.27 MB)
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8  Cross Validation Ridge.mp4 (65.78 MB)
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9  Ridge coefficients.mp4 (36.1 MB)
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1  Intro to machine learning.mp4 (21.42 MB)
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10  Forecasting with machine learning.mp4 (63.59 MB)
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11  Supervised learning  Decision Tree.mp4 (63.59 MB)
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12  Comparing Models.mp4 (21.08 MB)
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13  Classification Data orientation.mp4 (25.49 MB)
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14  Exploring the data.mp4 (31.88 MB)
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15  Correlation Matrix.mp4 (45.52 MB)
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16  Splitting.mp4 (37.72 MB)
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17  Training and testing.mp4 (47.42 MB)
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18  Control the fitting.mp4 (6.08 MB)
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19  Logistic Regression classfication.mp4 (55.23 MB)
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2  Decision Tree demo.mp4 (55.77 MB)
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20  Probabilities of logistic regression.mp4 (28.21 MB)
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21  Confusion matrix.mp4 (17.2 MB)
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22  ROC.mp4 (17.01 MB)
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23  Decision Tree model.mp4 (64.73 MB)
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24  Assignment.mp4 (54.65 MB)
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25  Conclusion.mp4 (35.84 MB)
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26  Summary.mp4 (78.52 MB)
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3  Kmeans.mp4 (27.31 MB)
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4  Overfitting.mp4 (15.36 MB)
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5  Kmeans in R.mp4 (39.5 MB)
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6  Total sum of squares.mp4 (46.39 MB)
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7  Silhouette.mp4 (32.54 MB)
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8  Interactive three dimensional scatter plot.mp4 (56.56 MB)
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9  Assignment.mp4 (39.58 MB)
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1  Tidymodels.mp4 (28.62 MB)
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10  imputing missing value per level.mp4 (80.71 MB)
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11  Splitting the data for machine learning.mp4 (85.84 MB)
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12  Logging revenue.mp4 (71.86 MB)
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13  recipe.mp4 (146.48 MB)
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14  Model Definition and Workflows.mp4 (184.67 MB)
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15  resampling.mp4 (49.93 MB)
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16  Collecting metrics.mp4 (109.9 MB)
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17  Prediction with final models.mp4 (84.34 MB)
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18  comparing accuracy.mp4 (38.76 MB)
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19  model stacking.mp4 (49.15 MB)
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2  Case study demonstation.mp4 (75.3 MB)
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20  Predicting the future.mp4 (91.83 MB)
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21  Visualizing the future.mp4 (40.91 MB)
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3  Group by and mutate.mp4 (56.24 MB)
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4  Converting to tsibble.mp4 (80.01 MB)
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5  Trend and seasonality.mp4 (65.1 MB)
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6  Generating future.mp4 (83.73 MB)
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7  Removing NAs with Mutate if.mp4 (67.89 MB)
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8  Generating time-series features.mp4 (127.55 MB)
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9  getting unique keys for levels.mp4 (62.31 MB)
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1  Welcome to the World of R!.mp4 (39.27 MB)
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2  What is R statistical Language.mp4 (10.39 MB)
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3  How to install R.mp4 (51.77 MB)
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4  How to install Rstudio.mp4 (33.16 MB)
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5  A walk through tutorial.mp4 (24.33 MB)
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6  Setup your project.mp4 (33.58 MB)
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7  Install packages.mp4 (82.14 MB)
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8  Summary.mp4 (34.34 MB)
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1  Introduction.mp4 (268.79 MB)
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10  Forloops.mp4 (63.46 MB)
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11  Applying a function inside the loop.mp4 (26.06 MB)
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12  For-loop on a data-frame.mp4 (88.21 MB)
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13  Applying the function on a data frame.mp4 (63.84 MB)
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14  Assignment.mp4 (35.97 MB)
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15  Assignment Section 4 answer Part 1.mp4 (89.65 MB)
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16  Assignment Section 4 answer part 2.mp4 (54.65 MB)
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17  Summary.mp4 (11.55 MB)
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2  Different data structures and types in R.mp4 (12.21 MB)
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3  Do arithmetic calculations and write functions in R.mp4 (92.94 MB)
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4  Creating a list.mp4 (62.52 MB)
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5  Importing Data in R and Basic exploration.mp4 (155.92 MB)
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6  Selecting data in a data frame.mp4 (172.3 MB)
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7  If else function.mp4 (80.31 MB)
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8  Conditions.mp4 (44.9 MB)
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9  Functions with Conditions.mp4 (75.9 MB)
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1  Intro.mp4 (198.07 MB)
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2  Central tendency.mp4 (17.08 MB)
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3  Measures of spread.mp4 (19.33 MB)
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4  Calculating measures of spread and centrality Part 1.mp4 (78.2 MB)
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5  Calculating measures of spread and centrality PART 2.mp4 (61.54 MB)
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7  Detecting outliers.mp4 (15.25 MB)
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8  Detecting outliers in R.mp4 (61.04 MB)
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1  Intro.mp4 (130.78 MB)
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10  Pivot longer.mp4 (60.18 MB)
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11  Separate and Paste.mp4 (49.83 MB)
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12  Putting it all together.mp4 (85.09 MB)
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13  Assignment  New York airlines.mp4 (38.61 MB)
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14  Assignment  Question 1 answer.mp4 (90.34 MB)
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15  Assignment question 2&3 answer.mp4 (83.87 MB)
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16  Assignment question 4,5,6.mp4 (154.63 MB)
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17  Assignment question 7.mp4 (66.17 MB)
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18  Summary.mp4 (88.84 MB)
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2  Intro to dplyr.mp4 (19.75 MB)
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3  Investigate with Dplyr.mp4 (183.27 MB)
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4  Unique invoices.mp4 (29.39 MB)
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5  Average Bucket value per country.mp4 (92.15 MB)
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6  Average items in an invoice.mp4 (76.84 MB)
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7  Joining.mp4 (127.46 MB)
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8  Changing date time to date.mp4 (34.4 MB)
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9  Pivot wider.mp4 (93.49 MB)
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1  Introduction.mp4 (115.85 MB)
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10  Assignment Solution Question 1 and 2.mp4 (83.35 MB)
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11  Assignment  Solution Part 2.mp4 (75.62 MB)
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12  Summary.mp4 (86 MB)
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2  Line plots.mp4 (231.11 MB)
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3  Scatter plots.mp4 (111.28 MB)
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4  Bar plots.mp4 (95.83 MB)
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5  Distribution plots.mp4 (80.84 MB)
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6  Box plots.mp4 (69.2 MB)
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7  Histograms.mp4 (42.79 MB)
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8  Histograms 2.mp4 (49.77 MB)
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9  Assignment.mp4 (56.95 MB)
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1  Intro.mp4 (161.67 MB)
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10  Binomial distribution.mp4 (40.44 MB)
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11  Question 1 Binomial.mp4 (38.07 MB)
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12  Question 2 Binomial.mp4 (17.18 MB)
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13  For looping on a binomial distribution.mp4 (46.28 MB)
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15  Poisson Distribution.mp4 (21.97 MB)
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16  Poisson distribution in R.mp4 (60.34 MB)
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17  Continuos  Distributions.mp4 (27.08 MB)
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18  Normal distributions example.mp4 (70.08 MB)
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19  Uniform distribution example.mp4 (56.85 MB)
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2  Probability introduction.mp4 (56.71 MB)
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20  Central Limit theorem.mp4 (10.1 MB)
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21  Associations.mp4 (21.67 MB)
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22  Calculating Relative risk in R.mp4 (31.22 MB)
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23  Association among numerical variables.mp4 (22.54 MB)
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24  Correlation Matrix.mp4 (160.81 MB)
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25  Cause and effect.mp4 (22.8 MB)
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26  Bayes theory.mp4 (40.28 MB)
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3  Variance and standard deviation.mp4 (17.06 MB)
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4  Overlapping of probability.mp4 (21.98 MB)
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6  Conditional Probability.mp4 (19.25 MB)
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7  Question 1 Probability.mp4 (39.46 MB)
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8  Question 2 Probability.mp4 (33.89 MB)
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1  Distributions Intro.mp4 (168.18 MB)
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10  Assignment.mp4 (23.8 MB)
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11  Assignment answer.mp4 (54.19 MB)
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2  Distribution shapes.mp4 (28.48 MB)
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3  Chi-square Tests.mp4 (12.52 MB)
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4  Chi-square test in excel.mp4 (50.52 MB)
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5  Part 2.mp4 (40.74 MB)
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6  Cover for 90% of distribution.mp4 (33.55 MB)
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7  Assignment Distribution in Excel.mp4 (22.76 MB)
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8  Assignment answer  Bike demand.mp4 (41.83 MB)
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9  Distributions in R.mp4 (194.43 MB)
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1  Simulation Intro.mp4 (107.88 MB)
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10  Waiting lines in Excel.mp4 (70.76 MB)
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11  Waiting lines in R.mp4 (102.73 MB)
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12  Simulating waiting lines 400 times.mp4 (32.31 MB)
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2  Simulations.mp4 (30.23 MB)
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3  Restaurant Example 1.mp4 (49.48 MB)
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4  Customer's number.mp4 (89.01 MB)
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5  Expected revenue.mp4 (47.01 MB)
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7  Conclusion.mp4 (41.6 MB)
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8  Waiting lines.mp4 (34.84 MB)
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9  Example.mp4 (7.45 MB)
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