1 Course Overview.mp4 (3.64 MB)
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01 Version Check.mp4 (566.1 KB)
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02 Module Overview.mp4 (1.71 MB)
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03 Prerequisites and Course Outline.mp4 (1.54 MB)
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04 Statistics in Understanding Data.mp4 (6.44 MB)
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05 Measures of Central Tendency and Dispersion.mp4 (7.67 MB)
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06 Bivariate and Multivariate Descriptive Statistics.mp4 (4.65 MB)
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07 Demo - Loading Cleaning and Preparing Data.mp4 (10.63 MB)
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08 Demo - Exploring and Visualizing Relationships.mp4 (13.18 MB)
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09 Demo - Calculating and Visualizing Correlations.mp4 (17.31 MB)
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10 Autocorrelation.mp4 (2.16 MB)
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11 Demo - Calculating and Visualizing Autocorrelation.mp4 (9.99 MB)
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12 Demo - Line Plots and Bar Graphs.mp4 (7.81 MB)
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13 Demo - Box Plots Violin Plots and Pie Charts.mp4 (9.7 MB)
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14 Module Summary.mp4 (1.74 MB)
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1 Module Overview.mp4 (3.55 MB)
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2 Kernel Density Estimation.mp4 (5.05 MB)
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3 Demo - Histograms, KDE Plots, Rug Plots.mp4 (14.72 MB)
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5 Demo - Pairwise Relationships.mp4 (13.08 MB)
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6 Demo - Visualizing Multiple Relationships with Facets.mp4 (7.97 MB)
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7 Module Summary.mp4 (1.82 MB)
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01 Module Overview.mp4 (2.04 MB)
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02 Introducing Altair.mp4 (4.06 MB)
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03 Demo - Getting Started with Altair.mp4 (16.98 MB)
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04 Demo - Simple Altair Plots to Slice and Explore Data.mp4 (10.86 MB)
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06 Demo - Interactive Visualizations with Altair.mp4 (17.58 MB)
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07 Introducing Plotly.mp4 (2.3 MB)
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09 Demo - Geographical Plots Using Bubble Maps.mp4 (7.02 MB)
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10 Summary and Further Study.mp4 (1.91 MB)
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1 Course Overview.mp4 (3.6 MB)
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01 Version Check.mp4 (616.54 KB)
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02 Module Overview.mp4 (2.26 MB)
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03 Prerequisites and Course Outline.mp4 (1.76 MB)
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04 Descriptive Statistics to Summarize Data.mp4 (6.37 MB)
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05 Introducing Hypothesis Testing.mp4 (7.65 MB)
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06 Lady Tasting Tea.mp4 (7.69 MB)
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07 The Power, Alpha and p-value of a Statistical Test.mp4 (3.77 MB)
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08 Introducing the t-test.mp4 (6.16 MB)
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09 One Sample Location t-test and the Z-Test.mp4 (4.67 MB)
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10 Other Types of t-tests.mp4 (9.77 MB)
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11 One-way ANOVA.mp4 (9.9 MB)
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12 Two-way ANOVA.mp4 (3.84 MB)
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13 Pearsons Chi2 Test.mp4 (6.77 MB)
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14 Module Summary.mp4 (2.23 MB)
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1 Module Overview.mp4 (2.04 MB)
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2 Demo - Preparing Data for Hypothesis Testing.mp4 (16.08 MB)
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3 Demo - Performing the Independent t-test.mp4 (12.84 MB)
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4 Demo - Performing Welchs t-test.mp4 (13.18 MB)
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5 Demo - Performing the Paired Difference t-test.mp4 (10.43 MB)
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6 Demo - One-way ANOVA and Tukeys Honest Significant Difference Test.mp4 (10.59 MB)
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7 Demo - Two-way ANOVA.mp4 (17.9 MB)
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8 Demo - Chi2 Analysis.mp4 (15.05 MB)
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9 Module Summary.mp4 (2.13 MB)
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01 Module Overview.mp4 (1.78 MB)
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02 Introducing Linear Regression.mp4 (5.36 MB)
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03 Minimizing Mean Square Error.mp4 (4.82 MB)
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04 Multiple Regression and Adjusted R-square.mp4 (6.95 MB)
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05 Demo - Preparing Data for Simple Linear Regression.mp4 (12.14 MB)
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07 Demo - Visualizing Correlations in Data.mp4 (7.21 MB)
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10 Module Summary.mp4 (1.86 MB)
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1 Module Overview.mp4 (2.44 MB)
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2 The Intuition behind Logistic Regression.mp4 (8.94 MB)
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3 Logistic Regression and Linear Regression.mp4 (4.76 MB)
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4 Accuracy, Precision, and Recall.mp4 (8.28 MB)
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5 Demo - Performing Classification Using Logistic Regression.mp4 (12.81 MB)
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7 Summary and Further Study.mp4 (2.74 MB)
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1 Course Overview.mp4 (3.23 MB)
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01 Version Check.mp4 (591.74 KB)
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02 Module Summary.mp4 (2.06 MB)
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03 Prerequisites and Course Outline.mp4 (1.53 MB)
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04 Introducing Descriptive Statistics.mp4 (5.4 MB)
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05 Measures of Central Tendency.mp4 (10.43 MB)
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06 Measures of Dispersion.mp4 (6.72 MB)
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07 Understanding Variance.mp4 (3.74 MB)
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08 The Gaussian Distribution.mp4 (5.12 MB)
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09 Sampling Distribution to Estimate Population Mean.mp4 (10.1 MB)
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10 Confidence Intervals.mp4 (9.18 MB)
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11 Skewness and Kurtosis.mp4 (6.72 MB)
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12 Covariance and Correlation.mp4 (6.24 MB)
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13 Module Summary.mp4 (1.82 MB)
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01 Module Overview.mp4 (3.23 MB)
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02 Demo - Getting Started with Pandas.mp4 (8.81 MB)
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03 Demo - Mean and Median.mp4 (12.29 MB)
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04 Demo - Influence of Outliers on Mean and Median.mp4 (8.75 MB)
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05 Demo - Quantiles and the Interquartile Range.mp4 (10.5 MB)
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06 Demo - Variance and Standard Deviation.mp4 (6.01 MB)
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07 Demo - Interpreting and Visualizing Summary Statistics.mp4 (10.68 MB)
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08 Demo - Skewness and Kurtosis.mp4 (9.04 MB)
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09 Demo - Covariance and Correlation.mp4 (12.53 MB)
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10 Demo - Calculating and Visualizing Confidence Intervals.mp4 (11.01 MB)
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11 Module Summary.mp4 (2.21 MB)
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1 Module Overview.mp4 (3.24 MB)
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2 Demo - Mean and Median.mp4 (10.94 MB)
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3 Demo - Influence of Outliers and Mode.mp4 (6.23 MB)
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4 Demo - Interquartile Range Variance and St.mp4 (12.48 MB)
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5 Demo - Z-scores Using SciPy.mp4 (12.34 MB)
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6 Demo - Skewness and Kurtosis for Stock Ret.mp4 (9.78 MB)
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7 Demo - Descriptive Statistics and Regressi.mp4 (14.63 MB)
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8 Demo - Calculating and Interpreting Confid.mp4 (5.4 MB)
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9 Summary and Further Study.mp4 (2.56 MB)
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