master-statistics-and-machine-learning-intuition-math-code -移花宫-武林禁地，闲人禁止入内

master-statistics-and-machine-learning-intuition-math-code

磁力链接/BT种子名称

master-statistics-and-machine-learning-intuition-math-code

磁力链接/BT种子简介

种子哈希：7a6f6654c096f9e50f4aec1908d1a8e5e708f6fc
文件大小： 25.14G
已经下载：1938次
下载速度：极快
收录时间：2022-01-20
最近下载：2025-12-20

移花宫入口

移花宫.com 邀月.com 怜星.com 花无缺.com yhgbt.icu yhgbt.top

磁力链接下载

magnet:?xt=urn:btih:7A6F6654C096F9E50F4AEC1908D1A8E5E708F6FC
推荐使用PIKPAK网盘下载资源，10TB超大空间，不限制资源，无限次数离线下载，视频在线观看

文件列表

06 Descriptive statistics/039 Code_ data from different distributions.ia.mp4 318.3 MB
06 Descriptive statistics/039 Code_ data from different distributions.mp4 318.3 MB
16 Clustering and dimension-reduction/193 Code_ dbscan.ia.mp4 302.7 MB
16 Clustering and dimension-reduction/193 Code_ dbscan.mp4 302.7 MB
12 Correlation/140 Code_ correlation matrix.ia.mp4 296.5 MB
12 Correlation/140 Code_ correlation matrix.mp4 296.5 MB
06 Descriptive statistics/047 Code_ Computing dispersion.ia.mp4 279.5 MB
06 Descriptive statistics/047 Code_ Computing dispersion.mp4 279.5 MB
10 The t-test family/126 Code_ permutation testing.ia.mp4 253.0 MB
10 The t-test family/126 Code_ permutation testing.mp4 253.0 MB
16 Clustering and dimension-reduction/189 Code_ k-means clustering.ia.mp4 241.9 MB
16 Clustering and dimension-reduction/189 Code_ k-means clustering.mp4 241.9 MB
12 Correlation/137 Code_ correlation coefficient.ia.mp4 225.1 MB
12 Correlation/137 Code_ correlation coefficient.mp4 225.1 MB
10 The t-test family/119 Code_ Two-samples t-test.ia.mp4 221.9 MB
10 The t-test family/119 Code_ Two-samples t-test.mp4 221.9 MB
12 Correlation/152 Code_ Kendall correlation.ia.mp4 193.4 MB
12 Correlation/152 Code_ Kendall correlation.mp4 193.4 MB
13 Analysis of Variance (ANOVA)/163 Code_ One-way ANOVA (independent samples).ia.mp4 181.3 MB
13 Analysis of Variance (ANOVA)/163 Code_ One-way ANOVA (independent samples).mp4 181.3 MB
14 Regression/175 Code_ Multiple regression.ia.mp4 179.6 MB
14 Regression/175 Code_ Multiple regression.mp4 179.6 MB
08 Probability theory/098 Code_ Law of Large Numbers in action.ia.mp4 174.0 MB
08 Probability theory/098 Code_ Law of Large Numbers in action.mp4 174.0 MB
10 The t-test family/122 Code_ Signed-rank test.ia.mp4 170.0 MB
10 The t-test family/122 Code_ Signed-rank test.mp4 170.0 MB
10 The t-test family/116 Code_ One-sample t-test.ia.mp4 165.9 MB
10 The t-test family/116 Code_ One-sample t-test.mp4 165.9 MB
08 Probability theory/092 Code_ sampling variability.ia.mp4 162.7 MB
08 Probability theory/092 Code_ sampling variability.mp4 162.7 MB
11 Confidence intervals on parameters/130 Code_ compute confidence intervals by formula.ia.mp4 156.9 MB
11 Confidence intervals on parameters/130 Code_ compute confidence intervals by formula.mp4 156.9 MB
13 Analysis of Variance (ANOVA)/156 ANOVA intro, part1.ia.mp4 144.6 MB
13 Analysis of Variance (ANOVA)/156 ANOVA intro, part1.mp4 144.6 MB
07 Data normalizations and outliers/070 Code_ z-score for outlier removal.ia.mp4 143.9 MB
07 Data normalizations and outliers/070 Code_ z-score for outlier removal.mp4 143.9 MB
08 Probability theory/081 Code_ compute probabilities.ia.mp4 143.8 MB
08 Probability theory/081 Code_ compute probabilities.mp4 143.8 MB
11 Confidence intervals on parameters/132 Code_ bootstrapping confidence intervals.ia.mp4 143.4 MB
11 Confidence intervals on parameters/132 Code_ bootstrapping confidence intervals.mp4 143.4 MB
12 Correlation/138 Code_ Simulate data with specified correlation.ia.mp4 142.8 MB
12 Correlation/138 Code_ Simulate data with specified correlation.mp4 142.8 MB
08 Probability theory/084 Probability mass vs. density.ia.mp4 140.9 MB
08 Probability theory/084 Probability mass vs. density.mp4 140.9 MB
05 Visualizing data/028 Code_ histograms.ia.mp4 140.2 MB
05 Visualizing data/028 Code_ histograms.mp4 140.2 MB
09 Hypothesis testing/105 P-values_ definition, tails, and misinterpretations.ia.mp4 138.3 MB
09 Hypothesis testing/105 P-values_ definition, tails, and misinterpretations.mp4 138.3 MB
14 Regression/177 Code_ polynomial modeling.ia.mp4 135.6 MB
14 Regression/177 Code_ polynomial modeling.mp4 135.6 MB
08 Probability theory/089 Creating sample estimate distributions.ia.mp4 131.3 MB
08 Probability theory/089 Creating sample estimate distributions.mp4 131.3 MB
14 Regression/181 Under- and over-fitting.ia.mp4 127.0 MB
14 Regression/181 Under- and over-fitting.mp4 127.0 MB
06 Descriptive statistics/054 Code_ Histogram bins.ia.mp4 124.0 MB
06 Descriptive statistics/054 Code_ Histogram bins.mp4 124.0 MB
08 Probability theory/095 Code_ conditional probabilities.ia.mp4 121.0 MB
08 Probability theory/095 Code_ conditional probabilities.mp4 121.0 MB
13 Analysis of Variance (ANOVA)/166 Code_ Two-way mixed ANOVA.ia.mp4 119.9 MB
13 Analysis of Variance (ANOVA)/166 Code_ Two-way mixed ANOVA.mp4 119.9 MB
06 Descriptive statistics/059 Code_ entropy.ia.mp4 115.7 MB
06 Descriptive statistics/059 Code_ entropy.mp4 115.7 MB
16 Clustering and dimension-reduction/196 Code_ KNN.ia.mp4 113.9 MB
16 Clustering and dimension-reduction/196 Code_ KNN.mp4 113.9 MB
12 Correlation/144 Code_ partial correlation.ia.mp4 113.5 MB
12 Correlation/144 Code_ partial correlation.mp4 113.5 MB
08 Probability theory/091 Sampling variability, noise, and other annoyances.ia.mp4 111.4 MB
08 Probability theory/091 Sampling variability, noise, and other annoyances.mp4 111.4 MB
06 Descriptive statistics/056 Code_ violin plots.ia.mp4 110.2 MB
06 Descriptive statistics/056 Code_ violin plots.mp4 110.2 MB
13 Analysis of Variance (ANOVA)/161 The two-way ANOVA.ia.mp4 109.9 MB
13 Analysis of Variance (ANOVA)/161 The two-way ANOVA.mp4 109.9 MB
12 Correlation/155 Code_ Cosine similarity vs. Pearson correlation.ia.mp4 107.5 MB
12 Correlation/155 Code_ Cosine similarity vs. Pearson correlation.mp4 107.5 MB
16 Clustering and dimension-reduction/192 Clustering via dbscan.ia.mp4 105.6 MB
16 Clustering and dimension-reduction/192 Clustering via dbscan.mp4 105.6 MB
05 Visualizing data/023 Code_ bar plots.ia.mp4 105.1 MB
05 Visualizing data/023 Code_ bar plots.mp4 105.1 MB
12 Correlation/135 Motivation and description of correlation.ia.mp4 101.3 MB
12 Correlation/135 Motivation and description of correlation.mp4 101.3 MB
10 The t-test family/118 Two-samples t-test.ia.mp4 98.4 MB
10 The t-test family/118 Two-samples t-test.mp4 98.4 MB
08 Probability theory/100 Code_ the CLT in action.ia.mp4 98.1 MB
08 Probability theory/100 Code_ the CLT in action.mp4 98.1 MB
09 Hypothesis testing/102 IVs, DVs, models, and other stats lingo.ia.mp4 95.9 MB
09 Hypothesis testing/102 IVs, DVs, models, and other stats lingo.mp4 95.9 MB
06 Descriptive statistics/051 Code_ QQ plots.ia.mp4 94.9 MB
06 Descriptive statistics/051 Code_ QQ plots.mp4 94.9 MB
09 Hypothesis testing/109 Parametric vs. non-parametric tests.ia.mp4 91.9 MB
09 Hypothesis testing/109 Parametric vs. non-parametric tests.mp4 91.9 MB
08 Probability theory/094 Conditional probability.ia.mp4 90.1 MB
08 Probability theory/094 Conditional probability.mp4 90.1 MB
13 Analysis of Variance (ANOVA)/157 ANOVA intro, part 2.ia.mp4 88.7 MB
13 Analysis of Variance (ANOVA)/157 ANOVA intro, part 2.mp4 88.7 MB
05 Visualizing data/025 Code_ box plots.ia.mp4 87.7 MB
05 Visualizing data/025 Code_ box plots.mp4 87.7 MB
06 Descriptive statistics/049 Code_ IQR.ia.mp4 87.7 MB
06 Descriptive statistics/049 Code_ IQR.mp4 87.7 MB
14 Regression/180 Code_ Logistic regression.ia.mp4 85.3 MB
14 Regression/180 Code_ Logistic regression.mp4 85.3 MB
01 Introductions/003 Statistics guessing game!.ia.mp4 84.2 MB
01 Introductions/003 Statistics guessing game!.mp4 84.2 MB
06 Descriptive statistics/044 Code_ computing central tendency.ia.mp4 80.0 MB
06 Descriptive statistics/044 Code_ computing central tendency.mp4 80.0 MB
16 Clustering and dimension-reduction/201 Code_ ICA.ia.mp4 77.1 MB
16 Clustering and dimension-reduction/201 Code_ ICA.mp4 77.1 MB
13 Analysis of Variance (ANOVA)/164 Code_ One-way repeated-measures ANOVA.ia.mp4 76.9 MB
13 Analysis of Variance (ANOVA)/164 Code_ One-way repeated-measures ANOVA.mp4 76.9 MB
16 Clustering and dimension-reduction/198 Code_ PCA.ia.mp4 76.6 MB
16 Clustering and dimension-reduction/198 Code_ PCA.mp4 76.6 MB
17 Signal detection theory/204 Code_ d-prime.ia.mp4 73.1 MB
17 Signal detection theory/204 Code_ d-prime.mp4 73.1 MB
05 Visualizing data/031 Code_ pie charts.ia.mp4 72.6 MB
05 Visualizing data/031 Code_ pie charts.mp4 72.6 MB
14 Regression/173 Multiple regression.ia.mp4 72.4 MB
14 Regression/173 Multiple regression.mp4 72.4 MB
07 Data normalizations and outliers/063 Code_ z-score.ia.mp4 70.2 MB
07 Data normalizations and outliers/063 Code_ z-score.mp4 70.2 MB
08 Probability theory/085 Code_ compute probability mass functions.ia.mp4 69.5 MB
08 Probability theory/085 Code_ compute probability mass functions.mp4 69.5 MB
07 Data normalizations and outliers/075 Code_ Data trimming to remove outliers.ia.mp4 68.6 MB
07 Data normalizations and outliers/075 Code_ Data trimming to remove outliers.mp4 68.6 MB
17 Signal detection theory/207 Receiver operating characteristics (ROC).ia.mp4 67.6 MB
17 Signal detection theory/207 Receiver operating characteristics (ROC).mp4 67.6 MB
10 The t-test family/125 Permutation testing for t-test significance.ia.mp4 66.8 MB
10 The t-test family/125 Permutation testing for t-test significance.mp4 66.8 MB
13 Analysis of Variance (ANOVA)/160 The omnibus F-test and post-hoc comparisons.ia.mp4 66.7 MB
13 Analysis of Variance (ANOVA)/160 The omnibus F-test and post-hoc comparisons.mp4 66.7 MB
14 Regression/167 Introduction to GLM _ regression.ia.mp4 65.3 MB
14 Regression/167 Introduction to GLM _ regression.mp4 65.3 MB
08 Probability theory/093 Expected value.ia.mp4 62.7 MB
08 Probability theory/093 Expected value.mp4 62.7 MB
04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.ia.mp4 62.5 MB
04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.mp4 62.5 MB
12 Correlation/143 Partial correlation.ia.mp4 62.4 MB
12 Correlation/143 Partial correlation.mp4 62.4 MB
10 The t-test family/127 _Unsupervised learning__ How many permutations_.ia.mp4 58.1 MB
10 The t-test family/127 _Unsupervised learning__ How many permutations_.mp4 58.1 MB
17 Signal detection theory/208 Code_ ROC curves.ia.mp4 57.4 MB
17 Signal detection theory/208 Code_ ROC curves.mp4 57.4 MB
16 Clustering and dimension-reduction/188 K-means clustering.ia.mp4 57.2 MB
16 Clustering and dimension-reduction/188 K-means clustering.mp4 57.2 MB
06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).ia.mp4 57.1 MB
06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).mp4 57.1 MB
11 Confidence intervals on parameters/131 Confidence intervals via bootstrapping (resampling).ia.mp4 57.1 MB
11 Confidence intervals on parameters/131 Confidence intervals via bootstrapping (resampling).mp4 57.1 MB
10 The t-test family/115 One-sample t-test.ia.mp4 56.7 MB
10 The t-test family/115 One-sample t-test.mp4 56.7 MB
14 Regression/179 Logistic regression.ia.mp4 55.6 MB
14 Regression/179 Logistic regression.mp4 55.6 MB
14 Regression/171 Code_ simple regression.ia.mp4 54.9 MB
14 Regression/171 Code_ simple regression.mp4 54.9 MB
10 The t-test family/124 Code_ Mann-Whitney U test.ia.mp4 54.6 MB
10 The t-test family/124 Code_ Mann-Whitney U test.mp4 54.6 MB
09 Hypothesis testing/103 What is an hypothesis and how do you specify one_.ia.mp4 51.8 MB
09 Hypothesis testing/103 What is an hypothesis and how do you specify one_.mp4 51.8 MB
14 Regression/176 Polynomial regression models.ia.mp4 51.6 MB
14 Regression/176 Polynomial regression models.mp4 51.6 MB
04 What are (is_) data_/018 Code_ representing types of data on computers.ia.mp4 50.3 MB
04 What are (is_) data_/018 Code_ representing types of data on computers.mp4 50.3 MB
14 Regression/174 Standardizing regression coefficients.ia.mp4 49.8 MB
14 Regression/174 Standardizing regression coefficients.mp4 49.8 MB
09 Hypothesis testing/108 Type 1 and Type 2 errors.ia.mp4 48.4 MB
09 Hypothesis testing/108 Type 1 and Type 2 errors.mp4 48.4 MB
13 Analysis of Variance (ANOVA)/158 Sum of squares.ia.mp4 48.3 MB
13 Analysis of Variance (ANOVA)/158 Sum of squares.mp4 48.3 MB
16 Clustering and dimension-reduction/200 Independent components analysis (ICA).ia.mp4 47.9 MB
16 Clustering and dimension-reduction/200 Independent components analysis (ICA).mp4 47.9 MB
13 Analysis of Variance (ANOVA)/162 One-way ANOVA example.ia.mp4 46.7 MB
13 Analysis of Variance (ANOVA)/162 One-way ANOVA example.mp4 46.7 MB
09 Hypothesis testing/104 Sample distributions under null and alternative hypotheses.ia.mp4 46.1 MB
09 Hypothesis testing/104 Sample distributions under null and alternative hypotheses.mp4 46.1 MB
05 Visualizing data/027 Histograms.ia.mp4 46.0 MB
05 Visualizing data/027 Histograms.mp4 46.0 MB
07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.ia.mp4 46.0 MB
07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.mp4 46.0 MB
07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.ia.mp4 45.3 MB
07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.mp4 45.3 MB
16 Clustering and dimension-reduction/197 Principal components analysis (PCA).ia.mp4 44.9 MB
16 Clustering and dimension-reduction/197 Principal components analysis (PCA).mp4 44.9 MB
12 Correlation/148 Code_ Spearman correlation and Fisher-Z.ia.mp4 44.9 MB
12 Correlation/148 Code_ Spearman correlation and Fisher-Z.mp4 44.9 MB
09 Hypothesis testing/113 Statistical significance vs. classification accuracy.ia.mp4 44.8 MB
09 Hypothesis testing/113 Statistical significance vs. classification accuracy.mp4 44.8 MB
08 Probability theory/087 Code_ cdfs and pdfs.ia.mp4 44.3 MB
08 Probability theory/087 Code_ cdfs and pdfs.mp4 44.3 MB
12 Correlation/136 Covariance and correlation_ formulas.ia.mp4 44.1 MB
12 Correlation/136 Covariance and correlation_ formulas.mp4 44.1 MB
14 Regression/168 Least-squares solution to the GLM.ia.mp4 43.6 MB
14 Regression/168 Least-squares solution to the GLM.mp4 43.6 MB
08 Probability theory/078 What is probability_.ia.mp4 43.3 MB
08 Probability theory/078 What is probability_.mp4 43.3 MB
08 Probability theory/097 The Law of Large Numbers.ia.mp4 42.7 MB
08 Probability theory/097 The Law of Large Numbers.mp4 42.7 MB
07 Data normalizations and outliers/065 Code_ min-max scaling.ia.mp4 42.5 MB
07 Data normalizations and outliers/065 Code_ min-max scaling.mp4 42.5 MB
15 Statistical power and sample sizes/185 What is statistical power and why is it important_.ia.mp4 41.6 MB
15 Statistical power and sample sizes/185 What is statistical power and why is it important_.mp4 41.6 MB
17 Signal detection theory/203 d-prime.ia.mp4 41.5 MB
17 Signal detection theory/203 d-prime.mp4 41.5 MB
14 Regression/183 Comparing _nested_ models.ia.mp4 41.2 MB
14 Regression/183 Comparing _nested_ models.mp4 41.2 MB
06 Descriptive statistics/042 Measures of central tendency (mean).ia.mp4 40.8 MB
06 Descriptive statistics/042 Measures of central tendency (mean).mp4 40.8 MB
01 Introductions/002 About using MATLAB or Python.ia.mp4 40.8 MB
01 Introductions/002 About using MATLAB or Python.mp4 40.8 MB
14 Regression/169 Evaluating regression models_ R2 and F.ia.mp4 40.2 MB
14 Regression/169 Evaluating regression models_ R2 and F.mp4 40.2 MB
01 Introductions/001 [Important] Getting the most out of this course.ia.mp4 39.9 MB
01 Introductions/001 [Important] Getting the most out of this course.mp4 39.9 MB
08 Probability theory/080 Computing probabilities.ia.mp4 39.5 MB
08 Probability theory/080 Computing probabilities.mp4 39.5 MB
08 Probability theory/079 Probability vs. proportion.ia.mp4 39.5 MB
08 Probability theory/079 Probability vs. proportion.mp4 39.5 MB
05 Visualizing data/034 Code_ line plots.ia.mp4 39.2 MB
05 Visualizing data/034 Code_ line plots.mp4 39.2 MB
04 What are (is_) data_/019 Sample vs. population data.ia.mp4 39.1 MB
04 What are (is_) data_/019 Sample vs. population data.mp4 39.1 MB
05 Visualizing data/022 Bar plots.ia.mp4 38.8 MB
05 Visualizing data/022 Bar plots.mp4 38.8 MB
14 Regression/170 Simple regression.ia.mp4 38.8 MB
14 Regression/170 Simple regression.mp4 38.8 MB
08 Probability theory/086 Cumulative probability distributions.ia.mp4 38.5 MB
08 Probability theory/086 Cumulative probability distributions.mp4 38.5 MB
07 Data normalizations and outliers/062 Z-score standardization.ia.mp4 38.1 MB
07 Data normalizations and outliers/062 Z-score standardization.mp4 38.1 MB
13 Analysis of Variance (ANOVA)/165 Two-way ANOVA example.ia.mp4 37.6 MB
13 Analysis of Variance (ANOVA)/165 Two-way ANOVA example.mp4 37.6 MB
04 What are (is_) data_/016 Where do data come from and what do they mean_.ia.mp4 37.4 MB
04 What are (is_) data_/016 Where do data come from and what do they mean_.mp4 37.4 MB
06 Descriptive statistics/043 Measures of central tendency (median, mode).ia.mp4 36.1 MB
06 Descriptive statistics/043 Measures of central tendency (median, mode).mp4 36.1 MB
07 Data normalizations and outliers/068 Removing outliers_ z-score method.ia.mp4 35.3 MB
07 Data normalizations and outliers/068 Removing outliers_ z-score method.mp4 35.3 MB
06 Descriptive statistics/058 Shannon entropy.ia.mp4 34.8 MB
06 Descriptive statistics/058 Shannon entropy.mp4 34.8 MB
09 Hypothesis testing/107 Degrees of freedom.ia.mp4 34.7 MB
09 Hypothesis testing/107 Degrees of freedom.mp4 34.7 MB
10 The t-test family/114 Purpose and interpretation of the t-test.ia.mp4 33.8 MB
10 The t-test family/114 Purpose and interpretation of the t-test.mp4 33.8 MB
06 Descriptive statistics/038 Data distributions.ia.mp4 33.7 MB
06 Descriptive statistics/038 Data distributions.mp4 33.7 MB
15 Statistical power and sample sizes/187 Compute power and sample size using G_Power.ia.mp4 32.8 MB
15 Statistical power and sample sizes/187 Compute power and sample size using G_Power.mp4 32.8 MB
12 Correlation/139 Correlation matrix.ia.mp4 32.6 MB
12 Correlation/139 Correlation matrix.mp4 32.6 MB
15 Statistical power and sample sizes/186 Estimating statistical power and sample size.ia.mp4 32.6 MB
15 Statistical power and sample sizes/186 Estimating statistical power and sample size.mp4 32.6 MB
10 The t-test family/121 Wilcoxon signed-rank (nonparametric t-test).ia.mp4 31.9 MB
10 The t-test family/121 Wilcoxon signed-rank (nonparametric t-test).mp4 31.9 MB
12 Correlation/151 Kendall's correlation for ordinal data.ia.mp4 31.8 MB
12 Correlation/151 Kendall's correlation for ordinal data.mp4 31.8 MB
11 Confidence intervals on parameters/128 What are confidence intervals and why do we need them_.ia.mp4 31.4 MB
11 Confidence intervals on parameters/128 What are confidence intervals and why do we need them_.mp4 31.4 MB
09 Hypothesis testing/110 Multiple comparisons and Bonferroni correction.ia.mp4 31.1 MB
09 Hypothesis testing/110 Multiple comparisons and Bonferroni correction.mp4 31.1 MB
10 The t-test family/117 _Unsupervised learning__ The role of variance.ia.mp4 30.1 MB
10 The t-test family/117 _Unsupervised learning__ The role of variance.mp4 30.1 MB
12 Correlation/147 Fisher-Z transformation for correlations.ia.mp4 30.0 MB
12 Correlation/147 Fisher-Z transformation for correlations.mp4 30.0 MB
09 Hypothesis testing/112 Cross-validation.ia.mp4 29.8 MB
09 Hypothesis testing/112 Cross-validation.mp4 29.8 MB
02 Math prerequisites/006 Should you memorize statistical formulas_.ia.mp4 29.4 MB
02 Math prerequisites/006 Should you memorize statistical formulas_.mp4 29.4 MB
08 Probability theory/099 The Central Limit Theorem.ia.mp4 28.1 MB
08 Probability theory/099 The Central Limit Theorem.mp4 28.1 MB
05 Visualizing data/033 Linear vs. logarithmic axis scaling.ia.mp4 26.9 MB
05 Visualizing data/033 Linear vs. logarithmic axis scaling.mp4 26.9 MB
06 Descriptive statistics/037 Accuracy, precision, resolution.ia.mp4 26.8 MB
06 Descriptive statistics/037 Accuracy, precision, resolution.mp4 26.8 MB
07 Data normalizations and outliers/072 Multivariate outlier detection.ia.mp4 26.4 MB
07 Data normalizations and outliers/072 Multivariate outlier detection.mp4 26.4 MB
01 Introductions/004 Using the Q&A forum.ia.mp4 25.7 MB
01 Introductions/004 Using the Q&A forum.mp4 25.7 MB
12 Correlation/146 Nonparametric correlation_ Spearman rank.ia.mp4 25.0 MB
12 Correlation/146 Nonparametric correlation_ Spearman rank.mp4 25.0 MB
06 Descriptive statistics/053 Histograms part 2_ Number of bins.ia.mp4 24.7 MB
06 Descriptive statistics/053 Histograms part 2_ Number of bins.mp4 24.7 MB
07 Data normalizations and outliers/076 Non-parametric solutions to outliers.ia.mp4 24.2 MB
07 Data normalizations and outliers/076 Non-parametric solutions to outliers.mp4 24.2 MB
17 Signal detection theory/206 Code_ Response bias.ia.mp4 24.0 MB
17 Signal detection theory/206 Code_ Response bias.mp4 24.0 MB
17 Signal detection theory/205 Response bias.ia.mp4 23.0 MB
17 Signal detection theory/205 Response bias.mp4 23.0 MB
06 Descriptive statistics/052 Statistical _moments_.ia.mp4 22.9 MB
06 Descriptive statistics/052 Statistical _moments_.mp4 22.9 MB
06 Descriptive statistics/036 Descriptive vs. inferential statistics.ia.mp4 22.6 MB
06 Descriptive statistics/036 Descriptive vs. inferential statistics.mp4 22.6 MB
10 The t-test family/123 Mann-Whitney U test (nonparametric t-test).ia.mp4 21.4 MB
10 The t-test family/123 Mann-Whitney U test (nonparametric t-test).mp4 21.4 MB
10 The t-test family/120 _Unsupervised learning__ Importance of N for t-test.ia.mp4 21.1 MB
10 The t-test family/120 _Unsupervised learning__ Importance of N for t-test.mp4 21.1 MB
13 Analysis of Variance (ANOVA)/159 The F-test and the ANOVA table.ia.mp4 21.0 MB
13 Analysis of Variance (ANOVA)/159 The F-test and the ANOVA table.mp4 21.0 MB
16 Clustering and dimension-reduction/194 _Unsupervised learning__ dbscan vs. k-means.ia.mp4 21.0 MB
16 Clustering and dimension-reduction/194 _Unsupervised learning__ dbscan vs. k-means.mp4 21.0 MB
04 What are (is_) data_/021 The ethics of making up data.ia.mp4 20.7 MB
04 What are (is_) data_/021 The ethics of making up data.mp4 20.7 MB
09 Hypothesis testing/111 Statistical vs. theoretical vs. clinical significance.ia.mp4 20.1 MB
09 Hypothesis testing/111 Statistical vs. theoretical vs. clinical significance.mp4 20.1 MB
11 Confidence intervals on parameters/134 Misconceptions about confidence intervals.ia.mp4 19.6 MB
11 Confidence intervals on parameters/134 Misconceptions about confidence intervals.mp4 19.6 MB
12 Correlation/141 _Unsupervised learning__ average correlation matrices.ia.mp4 19.4 MB
12 Correlation/141 _Unsupervised learning__ average correlation matrices.mp4 19.4 MB
05 Visualizing data/032 When to use lines instead of bars.ia.mp4 19.0 MB
05 Visualizing data/032 When to use lines instead of bars.mp4 19.0 MB
02 Math prerequisites/012 The logistic function.ia.mp4 18.9 MB
02 Math prerequisites/012 The logistic function.mp4 18.9 MB
04 What are (is_) data_/020 Samples, case reports, and anecdotes.ia.mp4 18.7 MB
04 What are (is_) data_/020 Samples, case reports, and anecdotes.mp4 18.7 MB
07 Data normalizations and outliers/077 An outlier lecture on personal accountability.ia.mp4 18.7 MB
07 Data normalizations and outliers/077 An outlier lecture on personal accountability.mp4 18.7 MB
11 Confidence intervals on parameters/129 Computing confidence intervals via formula.ia.mp4 18.3 MB
11 Confidence intervals on parameters/129 Computing confidence intervals via formula.mp4 18.3 MB
06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.ia.mp4 18.2 MB
06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.mp4 18.2 MB
09 Hypothesis testing/106 P-z combinations that you should memorize.ia.mp4 18.2 MB
09 Hypothesis testing/106 P-z combinations that you should memorize.mp4 18.2 MB
07 Data normalizations and outliers/074 Removing outliers by data trimming.ia.mp4 17.8 MB
07 Data normalizations and outliers/074 Removing outliers by data trimming.mp4 17.8 MB
06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.ia.mp4 17.6 MB
06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.mp4 17.6 MB
12 Correlation/145 The problem with Pearson.ia.mp4 17.5 MB
12 Correlation/145 The problem with Pearson.mp4 17.5 MB
05 Visualizing data/030 Pie charts.ia.mp4 17.4 MB
05 Visualizing data/030 Pie charts.mp4 17.4 MB
08 Probability theory/090 Monte Carlo sampling.ia.mp4 17.1 MB
08 Probability theory/090 Monte Carlo sampling.mp4 17.1 MB
06 Descriptive statistics/050 QQ plots.ia.mp4 17.1 MB
06 Descriptive statistics/050 QQ plots.mp4 17.1 MB
14 Regression/184 What to do about missing data.ia.mp4 16.9 MB
14 Regression/184 What to do about missing data.mp4 16.9 MB
12 Correlation/149 _Unsupervised learning__ Spearman correlation.ia.mp4 16.7 MB
12 Correlation/149 _Unsupervised learning__ Spearman correlation.mp4 16.7 MB
12 Correlation/153 _Unsupervised learning__ Does Kendall vs. Pearson matter_.ia.mp4 15.7 MB
12 Correlation/153 _Unsupervised learning__ Does Kendall vs. Pearson matter_.mp4 15.7 MB
03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.ia.mp4 15.2 MB
03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.mp4 15.2 MB
12 Correlation/154 Cosine similarity.ia.mp4 15.0 MB
12 Correlation/154 Cosine similarity.mp4 15.0 MB
17 Signal detection theory/202 The two perspectives of the world.ia.mp4 14.7 MB
17 Signal detection theory/202 The two perspectives of the world.mp4 14.7 MB
08 Probability theory/096 Tree diagrams for conditional probabilities.ia.mp4 14.3 MB
08 Probability theory/096 Tree diagrams for conditional probabilities.mp4 14.3 MB
02 Math prerequisites/008 Scientific notation.ia.mp4 13.6 MB
02 Math prerequisites/008 Scientific notation.mp4 13.6 MB
02 Math prerequisites/013 Rank and tied-rank.ia.mp4 13.6 MB
02 Math prerequisites/013 Rank and tied-rank.mp4 13.6 MB
16 Clustering and dimension-reduction/195 K-nearest neighbor classification.ia.mp4 13.2 MB
16 Clustering and dimension-reduction/195 K-nearest neighbor classification.mp4 13.2 MB
02 Math prerequisites/011 Natural exponent and logarithm.ia.mp4 12.9 MB
02 Math prerequisites/011 Natural exponent and logarithm.mp4 12.9 MB
08 Probability theory/082 Probability and odds.ia.mp4 12.6 MB
08 Probability theory/082 Probability and odds.mp4 12.6 MB
05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.ia.mp4 12.4 MB
05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.mp4 12.4 MB
07 Data normalizations and outliers/064 Min-max scaling.ia.mp4 12.3 MB
07 Data normalizations and outliers/064 Min-max scaling.mp4 12.3 MB
07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).ia.mp4 12.2 MB
07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).mp4 12.2 MB
16 Clustering and dimension-reduction/199 _Unsupervised learning__ K-means on PC data.ia.mp4 12.2 MB
16 Clustering and dimension-reduction/199 _Unsupervised learning__ K-means on PC data.mp4 12.2 MB
17 Signal detection theory/209 _Unsupervised learning__ Make this plot look nicer!.ia.mp4 12.1 MB
17 Signal detection theory/209 _Unsupervised learning__ Make this plot look nicer!.mp4 12.1 MB
16 Clustering and dimension-reduction/190 _Unsupervised learning__ K-means and normalization.ia.mp4 11.8 MB
16 Clustering and dimension-reduction/190 _Unsupervised learning__ K-means and normalization.mp4 11.8 MB
05 Visualizing data/024 Box-and-whisker plots.ia.mp4 11.7 MB
05 Visualizing data/024 Box-and-whisker plots.mp4 11.7 MB
04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.ia.mp4 11.4 MB
04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.mp4 11.4 MB
06 Descriptive statistics/041 The beauty and simplicity of Normal.ia.mp4 10.8 MB
06 Descriptive statistics/041 The beauty and simplicity of Normal.mp4 10.8 MB
06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.ia.mp4 10.7 MB
06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.mp4 10.7 MB
12 Correlation/142 _Unsupervised learning__ correlation to covariance matrix.ia.mp4 10.7 MB
12 Correlation/142 _Unsupervised learning__ correlation to covariance matrix.mp4 10.7 MB
06 Descriptive statistics/048 Interquartile range (IQR).ia.mp4 10.4 MB
06 Descriptive statistics/048 Interquartile range (IQR).mp4 10.4 MB
07 Data normalizations and outliers/069 The modified z-score method.ia.mp4 10.1 MB
07 Data normalizations and outliers/069 The modified z-score method.mp4 10.1 MB
08 Probability theory/101 _Unsupervised learning__ Averaging pairs of numbers.ia.mp4 10.0 MB
08 Probability theory/101 _Unsupervised learning__ Averaging pairs of numbers.mp4 10.0 MB
08 Probability theory/088 _Unsupervised learning__ cdf's for various distributions.ia.mp4 9.8 MB
08 Probability theory/088 _Unsupervised learning__ cdf's for various distributions.mp4 9.8 MB
07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.ia.mp4 9.5 MB
07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.mp4 9.5 MB
12 Correlation/150 _Unsupervised learning__ confidence interval on correlation.ia.mp4 9.3 MB
12 Correlation/150 _Unsupervised learning__ confidence interval on correlation.mp4 9.3 MB
11 Confidence intervals on parameters/133 _Unsupervised learning__ Confidence intervals for variance.ia.mp4 9.0 MB
11 Confidence intervals on parameters/133 _Unsupervised learning__ Confidence intervals for variance.mp4 9.0 MB
01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.ia.mp4 8.9 MB
01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.mp4 8.9 MB
06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.ia.mp4 8.7 MB
06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.mp4 8.7 MB
05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.ia.mp4 8.7 MB
05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.mp4 8.7 MB
16 Clustering and dimension-reduction/191 _Unsupervised learning__ K-means on a Gauss blur.ia.mp4 8.3 MB
16 Clustering and dimension-reduction/191 _Unsupervised learning__ K-means on a Gauss blur.mp4 8.3 MB
02 Math prerequisites/009 Summation notation.ia.mp4 8.2 MB
02 Math prerequisites/009 Summation notation.mp4 8.2 MB
02 Math prerequisites/007 Arithmetic and exponents.ia.mp4 8.0 MB
02 Math prerequisites/007 Arithmetic and exponents.mp4 8.0 MB
02 Math prerequisites/010 Absolute value.ia.mp4 7.3 MB
02 Math prerequisites/010 Absolute value.mp4 7.3 MB
07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.ia.mp4 7.2 MB
07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.mp4 7.2 MB
06 Descriptive statistics/055 Violin plots.ia.mp4 6.8 MB
06 Descriptive statistics/055 Violin plots.mp4 6.8 MB
08 Probability theory/083 _Unsupervised learning__ probabilities of odds-space.ia.mp4 6.2 MB
08 Probability theory/083 _Unsupervised learning__ probabilities of odds-space.mp4 6.2 MB
14 Regression/178 _Unsupervised learning__ Polynomial design matrix.ia.mp4 5.7 MB
14 Regression/178 _Unsupervised learning__ Polynomial design matrix.mp4 5.7 MB
14 Regression/182 _Unsupervised learning__ Overfit data.ia.mp4 5.1 MB
14 Regression/182 _Unsupervised learning__ Overfit data.mp4 5.1 MB
14 Regression/172 _Unsupervised learning__ Compute R2 and F.ia.mp4 4.9 MB
14 Regression/172 _Unsupervised learning__ Compute R2 and F.mp4 4.9 MB
.____padding_file/558 4.2 MB
.____padding_file/560 4.2 MB
.____padding_file/559 4.2 MB
.____padding_file/4 4.2 MB
.____padding_file/331 4.2 MB
.____padding_file/463 4.2 MB
.____padding_file/464 4.2 MB
.____padding_file/313 4.2 MB
.____padding_file/373 4.2 MB
.____padding_file/131 4.2 MB
.____padding_file/367 4.2 MB
.____padding_file/453 4.2 MB
.____padding_file/240 4.2 MB
.____padding_file/477 4.2 MB
.____padding_file/375 4.2 MB
.____padding_file/441 4.2 MB
.____padding_file/636 4.2 MB
.____padding_file/450 4.2 MB
.____padding_file/343 4.2 MB
.____padding_file/180 4.2 MB
.____padding_file/165 4.2 MB
.____padding_file/501 4.2 MB
.____padding_file/555 4.2 MB
.____padding_file/516 4.2 MB
.____padding_file/134 4.2 MB
.____padding_file/143 4.2 MB
.____padding_file/618 4.2 MB
.____padding_file/161 4.2 MB
.____padding_file/20 4.2 MB
.____padding_file/609 4.2 MB
.____padding_file/522 4.2 MB
.____padding_file/35 4.2 MB
.____padding_file/231 4.2 MB
.____padding_file/374 4.2 MB
.____padding_file/107 4.2 MB
.____padding_file/53 4.2 MB
.____padding_file/256 4.2 MB
.____padding_file/396 4.2 MB
.____padding_file/408 4.2 MB
.____padding_file/195 4.2 MB
.____padding_file/462 4.2 MB
.____padding_file/225 4.2 MB
.____padding_file/639 4.2 MB
.____padding_file/243 4.2 MB
.____padding_file/399 4.2 MB
.____padding_file/5 4.2 MB
.____padding_file/110 4.2 MB
.____padding_file/29 4.2 MB
.____padding_file/155 4.2 MB
.____padding_file/405 4.2 MB
.____padding_file/152 4.2 MB
.____padding_file/50 4.2 MB
.____padding_file/432 4.2 MB
.____padding_file/168 4.2 MB
.____padding_file/265 4.2 MB
.____padding_file/295 4.2 MB
.____padding_file/498 4.2 MB
.____padding_file/204 4.2 MB
.____padding_file/14 4.2 MB
.____padding_file/146 4.2 MB
.____padding_file/183 4.2 MB
.____padding_file/390 4.2 MB
.____padding_file/286 4.2 MB
.____padding_file/277 4.2 MB
.____padding_file/603 4.2 MB
.____padding_file/411 4.2 MB
.____padding_file/162 4.2 MB
.____padding_file/378 4.2 MB
.____padding_file/621 4.2 MB
.____padding_file/44 4.2 MB
.____padding_file/627 4.2 MB
.____padding_file/420 4.2 MB
.____padding_file/402 4.2 MB
.____padding_file/274 4.2 MB
.____padding_file/465 4.2 MB
.____padding_file/573 4.2 MB
.____padding_file/370 4.2 MB
.____padding_file/417 4.2 MB
.____padding_file/349 4.2 MB
.____padding_file/125 4.2 MB
.____padding_file/119 4.2 MB
.____padding_file/355 4.2 MB
.____padding_file/540 4.2 MB
.____padding_file/588 4.2 MB
.____padding_file/210 4.2 MB
.____padding_file/393 4.2 MB
.____padding_file/268 4.2 MB
.____padding_file/65 4.2 MB
.____padding_file/122 4.2 MB
.____padding_file/633 4.2 MB
.____padding_file/435 4.2 MB
.____padding_file/128 4.2 MB
.____padding_file/171 4.2 MB
.____padding_file/250 4.2 MB
.____padding_file/438 4.2 MB
.____padding_file/429 4.2 MB
.____padding_file/630 4.2 MB
.____padding_file/585 4.2 MB
.____padding_file/17 4.2 MB
.____padding_file/41 4.2 MB
.____padding_file/606 4.2 MB
.____padding_file/361 4.2 MB
.____padding_file/582 4.2 MB
.____padding_file/499 4.2 MB
.____padding_file/500 4.2 MB
.____padding_file/525 4.2 MB
.____padding_file/216 4.2 MB
.____padding_file/352 4.2 MB
.____padding_file/414 4.2 MB
.____padding_file/384 4.2 MB
.____padding_file/158 4.2 MB
.____padding_file/325 4.2 MB
.____padding_file/310 4.2 MB
.____padding_file/101 4.2 MB
.____padding_file/513 4.2 MB
.____padding_file/26 4.2 MB
.____padding_file/489 4.2 MB
.____padding_file/337 4.2 MB
.____padding_file/289 4.2 MB
.____padding_file/8 4.2 MB
.____padding_file/219 4.2 MB
.____padding_file/301 4.2 MB
.____padding_file/38 4.2 MB
.____padding_file/543 4.2 MB
.____padding_file/567 4.2 MB
.____padding_file/492 4.2 MB
.____padding_file/137 4.2 MB
.____padding_file/531 4.2 MB
.____padding_file/113 4.2 MB
.____padding_file/228 4.2 MB
.____padding_file/234 4.2 MB
.____padding_file/549 4.2 MB
.____padding_file/510 4.2 MB
.____padding_file/612 4.2 MB
.____padding_file/507 4.2 MB
.____padding_file/47 4.2 MB
.____padding_file/280 4.2 MB
.____padding_file/591 4.2 MB
.____padding_file/292 4.2 MB
.____padding_file/83 4.2 MB
.____padding_file/174 4.2 MB
.____padding_file/594 4.2 MB
.____padding_file/597 4.2 MB
.____padding_file/387 4.2 MB
.____padding_file/480 4.2 MB
.____padding_file/222 4.2 MB
.____padding_file/486 4.2 MB
.____padding_file/189 4.2 MB
.____padding_file/468 4.2 MB
.____padding_file/346 4.2 MB
.____padding_file/319 4.2 MB
.____padding_file/80 4.2 MB
.____padding_file/504 4.2 MB
.____padding_file/483 4.2 MB
.____padding_file/576 4.2 MB
.____padding_file/534 4.2 MB
.____padding_file/68 4.2 MB
.____padding_file/247 4.2 MB
.____padding_file/259 4.2 MB
.____padding_file/186 4.2 MB
.____padding_file/316 4.2 MB
.____padding_file/3 4.2 MB
.____padding_file/423 4.2 MB
.____padding_file/11 4.2 MB
.____padding_file/66 4.2 MB
.____padding_file/67 4.2 MB
.____padding_file/624 4.2 MB
.____padding_file/307 4.2 MB
.____padding_file/98 4.2 MB
.____padding_file/192 4.2 MB
.____padding_file/74 4.2 MB
.____padding_file/92 4.2 MB
.____padding_file/381 4.2 MB
.____padding_file/444 4.2 MB
.____padding_file/86 4.2 MB
.____padding_file/23 4.2 MB
.____padding_file/456 4.2 MB
.____padding_file/364 4.2 MB
.____padding_file/426 4.2 MB
.____padding_file/495 4.2 MB
.____padding_file/579 4.2 MB
.____padding_file/328 4.2 MB
.____padding_file/471 4.2 MB
.____padding_file/564 4.2 MB
.____padding_file/207 4.2 MB
.____padding_file/213 4.2 MB
.____padding_file/552 4.2 MB
.____padding_file/304 4.2 MB
.____padding_file/615 4.2 MB
.____padding_file/561 4.2 MB
.____padding_file/340 4.2 MB
.____padding_file/600 4.2 MB
.____padding_file/334 4.2 MB
.____padding_file/62 4.2 MB
.____padding_file/358 4.2 MB
.____padding_file/77 4.2 MB
.____padding_file/56 4.2 MB
.____padding_file/198 4.2 MB
.____padding_file/474 4.2 MB
.____padding_file/140 4.2 MB
.____padding_file/570 4.2 MB
.____padding_file/271 4.2 MB
.____padding_file/89 4.2 MB
.____padding_file/519 4.2 MB
.____padding_file/546 4.2 MB
.____padding_file/322 4.2 MB
.____padding_file/59 4.2 MB
.____padding_file/71 4.2 MB
.____padding_file/116 4.2 MB
.____padding_file/537 4.2 MB
.____padding_file/298 4.2 MB
.____padding_file/237 4.2 MB
.____padding_file/149 4.2 MB
.____padding_file/253 4.2 MB
.____padding_file/104 4.2 MB
.____padding_file/262 4.2 MB
.____padding_file/32 4.2 MB
.____padding_file/447 4.2 MB
.____padding_file/283 4.2 MB
.____padding_file/201 4.2 MB
.____padding_file/528 4.2 MB
.____padding_file/95 4.2 MB
.____padding_file/397 4.1 MB
.____padding_file/398 4.1 MB
.____padding_file/177 4.1 MB
.____padding_file/459 4.1 MB
.____padding_file/278 4.1 MB
.____padding_file/279 4.1 MB
.____padding_file/1 4.1 MB
.____padding_file/266 4.1 MB
.____padding_file/267 4.1 MB
.____padding_file/0 4.1 MB
.____padding_file/175 4.1 MB
.____padding_file/176 4.1 MB
.____padding_file/350 4.0 MB
.____padding_file/351 4.0 MB
.____padding_file/248 4.0 MB
.____padding_file/249 4.0 MB
.____padding_file/99 4.0 MB
.____padding_file/100 4.0 MB
.____padding_file/601 3.9 MB
.____padding_file/602 3.9 MB
05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.ia.mp4 3.9 MB
05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.mp4 3.9 MB
.____padding_file/117 3.9 MB
.____padding_file/118 3.9 MB
.____padding_file/610 3.9 MB
.____padding_file/611 3.9 MB
.____padding_file/241 3.9 MB
.____padding_file/242 3.9 MB
.____padding_file/193 3.9 MB
.____padding_file/194 3.9 MB
.____padding_file/412 3.9 MB
.____padding_file/413 3.9 MB
.____padding_file/159 3.9 MB
.____padding_file/160 3.9 MB
.____padding_file/211 3.8 MB
.____padding_file/212 3.8 MB
.____padding_file/523 3.8 MB
.____padding_file/524 3.8 MB
.____padding_file/311 3.8 MB
.____padding_file/312 3.8 MB
.____padding_file/9 3.8 MB
.____padding_file/10 3.8 MB
.____padding_file/275 3.8 MB
.____padding_file/276 3.8 MB
.____padding_file/592 3.7 MB
.____padding_file/593 3.7 MB
.____padding_file/436 3.7 MB
.____padding_file/437 3.7 MB
.____padding_file/166 3.7 MB
.____padding_file/167 3.7 MB
.____padding_file/163 3.7 MB
.____padding_file/164 3.7 MB
.____padding_file/141 3.7 MB
.____padding_file/142 3.7 MB
.____padding_file/18 3.6 MB
.____padding_file/19 3.6 MB
.____padding_file/75 3.6 MB
.____padding_file/76 3.6 MB
.____padding_file/368 3.6 MB
.____padding_file/369 3.6 MB
.____padding_file/466 3.6 MB
.____padding_file/467 3.6 MB
.____padding_file/60 3.6 MB
.____padding_file/61 3.6 MB
.____padding_file/469 3.6 MB
.____padding_file/470 3.6 MB
.____padding_file/126 3.6 MB
.____padding_file/127 3.6 MB
.____padding_file/622 3.5 MB
.____padding_file/623 3.5 MB
.____padding_file/90 3.5 MB
.____padding_file/91 3.5 MB
.____padding_file/460 3.5 MB
.____padding_file/461 3.5 MB
.____padding_file/257 3.5 MB
.____padding_file/258 3.5 MB
.____padding_file/120 3.5 MB
.____padding_file/121 3.5 MB
.____padding_file/314 3.5 MB
.____padding_file/315 3.5 MB
.____padding_file/457 3.5 MB
.____padding_file/458 3.5 MB
.____padding_file/544 3.4 MB
.____padding_file/545 3.4 MB
.____padding_file/511 3.4 MB
.____padding_file/512 3.4 MB
.____padding_file/365 3.4 MB
.____padding_file/366 3.4 MB
.____padding_file/72 3.4 MB
.____padding_file/73 3.4 MB
.____padding_file/196 3.4 MB
.____padding_file/197 3.4 MB
.____padding_file/344 3.3 MB
.____padding_file/345 3.3 MB
.____padding_file/135 3.2 MB
.____padding_file/136 3.2 MB
.____padding_file/78 3.2 MB
.____padding_file/79 3.2 MB
.____padding_file/418 3.2 MB
.____padding_file/419 3.2 MB
.____padding_file/403 3.2 MB
.____padding_file/404 3.2 MB
.____padding_file/308 3.2 MB
.____padding_file/309 3.2 MB
.____padding_file/335 3.2 MB
.____padding_file/336 3.2 MB
.____padding_file/45 3.2 MB
.____padding_file/46 3.2 MB
.____padding_file/598 3.1 MB
.____padding_file/599 3.1 MB
.____padding_file/36 3.1 MB
.____padding_file/37 3.1 MB
.____padding_file/229 3.1 MB
.____padding_file/230 3.1 MB
.____padding_file/317 3.1 MB
.____padding_file/318 3.1 MB
.____padding_file/475 3.0 MB
.____padding_file/476 3.0 MB
.____padding_file/577 3.0 MB
.____padding_file/578 3.0 MB
.____padding_file/496 3.0 MB
.____padding_file/497 3.0 MB
.____padding_file/341 3.0 MB
.____padding_file/342 3.0 MB
.____padding_file/39 2.9 MB
.____padding_file/40 2.9 MB
.____padding_file/326 2.9 MB
.____padding_file/327 2.9 MB
.____padding_file/33 2.9 MB
.____padding_file/34 2.9 MB
.____padding_file/520 2.9 MB
.____padding_file/521 2.9 MB
.____padding_file/235 2.9 MB
.____padding_file/236 2.9 MB
.____padding_file/625 2.9 MB
.____padding_file/626 2.9 MB
.____padding_file/388 2.9 MB
.____padding_file/389 2.9 MB
.____padding_file/284 2.8 MB
.____padding_file/285 2.8 MB
.____padding_file/81 2.8 MB
.____padding_file/82 2.8 MB
.____padding_file/487 2.8 MB
.____padding_file/488 2.8 MB
.____padding_file/329 2.8 MB
.____padding_file/330 2.8 MB
.____padding_file/574 2.8 MB
.____padding_file/575 2.8 MB
.____padding_file/517 2.8 MB
.____padding_file/518 2.8 MB
.____padding_file/565 2.8 MB
.____padding_file/566 2.8 MB
.____padding_file/232 2.8 MB
.____padding_file/233 2.8 MB
.____padding_file/338 2.7 MB
.____padding_file/339 2.7 MB
.____padding_file/246 2.7 MB
.____padding_file/634 2.7 MB
.____padding_file/635 2.7 MB
.____padding_file/48 2.7 MB
.____padding_file/49 2.7 MB
.____padding_file/356 2.7 MB
.____padding_file/357 2.7 MB
.____padding_file/332 2.7 MB
.____padding_file/333 2.7 MB
.____padding_file/556 2.6 MB
.____padding_file/557 2.6 MB
.____padding_file/484 2.6 MB
.____padding_file/485 2.6 MB
.____padding_file/172 2.6 MB
.____padding_file/173 2.6 MB
.____padding_file/169 2.6 MB
.____padding_file/170 2.6 MB
.____padding_file/553 2.6 MB
.____padding_file/554 2.6 MB
.____padding_file/302 2.5 MB
.____padding_file/303 2.5 MB
.____padding_file/541 2.5 MB
.____padding_file/542 2.5 MB
.____padding_file/359 2.5 MB
.____padding_file/360 2.5 MB
.____padding_file/490 2.5 MB
.____padding_file/491 2.5 MB
.____padding_file/631 2.5 MB
.____padding_file/632 2.5 MB
.____padding_file/27 2.5 MB
.____padding_file/28 2.5 MB
.____padding_file/30 2.4 MB
.____padding_file/31 2.4 MB
.____padding_file/493 2.4 MB
.____padding_file/494 2.4 MB
.____padding_file/586 2.4 MB
.____padding_file/587 2.4 MB
.____padding_file/481 2.4 MB
.____padding_file/482 2.4 MB
.____padding_file/616 2.4 MB
.____padding_file/617 2.4 MB
.____padding_file/427 2.4 MB
.____padding_file/428 2.4 MB
.____padding_file/217 2.3 MB
.____padding_file/218 2.3 MB
.____padding_file/260 2.3 MB
.____padding_file/261 2.3 MB
.____padding_file/54 2.3 MB
.____padding_file/55 2.3 MB
.____padding_file/391 2.2 MB
.____padding_file/392 2.2 MB
.____padding_file/547 2.2 MB
.____padding_file/548 2.2 MB
.____padding_file/205 2.2 MB
.____padding_file/206 2.2 MB
.____padding_file/57 2.2 MB
.____padding_file/58 2.2 MB
.____padding_file/535 2.1 MB
.____padding_file/536 2.1 MB
.____padding_file/430 2.1 MB
.____padding_file/431 2.1 MB
.____padding_file/502 2.1 MB
.____padding_file/503 2.1 MB
.____padding_file/353 2.1 MB
.____padding_file/354 2.1 MB
.____padding_file/421 2.1 MB
.____padding_file/422 2.1 MB
.____padding_file/63 2.1 MB
.____padding_file/64 2.1 MB
.____padding_file/415 2.1 MB
.____padding_file/416 2.1 MB
.____padding_file/153 2.1 MB
.____padding_file/154 2.1 MB
.____padding_file/628 2.0 MB
.____padding_file/629 2.0 MB
.____padding_file/93 2.0 MB
.____padding_file/94 2.0 MB
.____padding_file/251 2.0 MB
.____padding_file/252 2.0 MB
.____padding_file/272 2.0 MB
.____padding_file/273 2.0 MB
.____padding_file/580 1.9 MB
.____padding_file/581 1.9 MB
.____padding_file/111 1.9 MB
.____padding_file/112 1.9 MB
.____padding_file/181 1.9 MB
.____padding_file/182 1.9 MB
.____padding_file/254 1.9 MB
.____padding_file/255 1.9 MB
.____padding_file/526 1.8 MB
.____padding_file/527 1.8 MB
.____padding_file/223 1.8 MB
.____padding_file/224 1.8 MB
.____padding_file/514 1.8 MB
.____padding_file/515 1.8 MB
.____padding_file/147 1.8 MB
.____padding_file/148 1.8 MB
.____padding_file/508 1.8 MB
.____padding_file/509 1.8 MB
.____padding_file/299 1.8 MB
.____padding_file/300 1.8 MB
.____padding_file/184 1.8 MB
.____padding_file/185 1.8 MB
.____padding_file/138 1.8 MB
.____padding_file/139 1.8 MB
.____padding_file/305 1.8 MB
.____padding_file/306 1.8 MB
.____padding_file/238 1.7 MB
.____padding_file/239 1.7 MB
.____padding_file/87 1.7 MB
.____padding_file/88 1.7 MB
.____padding_file/505 1.7 MB
.____padding_file/506 1.7 MB
.____padding_file/362 1.7 MB
.____padding_file/363 1.7 MB
.____padding_file/199 1.7 MB
.____padding_file/200 1.7 MB
.____padding_file/269 1.6 MB
.____padding_file/270 1.6 MB
.____padding_file/190 1.6 MB
.____padding_file/191 1.6 MB
.____padding_file/445 1.6 MB
.____padding_file/446 1.6 MB
.____padding_file/244 1.6 MB
.____padding_file/245 1.6 MB
.____padding_file/226 1.5 MB
.____padding_file/227 1.5 MB
.____padding_file/150 1.5 MB
.____padding_file/151 1.5 MB
.____padding_file/108 1.5 MB
.____padding_file/109 1.5 MB
.____padding_file/202 1.5 MB
.____padding_file/203 1.5 MB
.____padding_file/214 1.5 MB
.____padding_file/215 1.5 MB
03 IMPORTANT_ Download course materials/014 statsML.zip 1.5 MB
.____padding_file/96 1.4 MB
.____padding_file/97 1.4 MB
.____padding_file/595 1.4 MB
.____padding_file/596 1.4 MB
.____padding_file/371 1.4 MB
.____padding_file/372 1.4 MB
.____padding_file/448 1.3 MB
.____padding_file/449 1.3 MB
.____padding_file/439 1.3 MB
.____padding_file/440 1.3 MB
.____padding_file/105 1.3 MB
.____padding_file/106 1.3 MB
.____padding_file/129 1.2 MB
.____padding_file/130 1.2 MB
.____padding_file/21 1.2 MB
.____padding_file/22 1.2 MB
.____padding_file/472 1.2 MB
.____padding_file/473 1.2 MB
.____padding_file/550 1.2 MB
.____padding_file/551 1.2 MB
.____padding_file/376 1.2 MB
.____padding_file/377 1.2 MB
.____padding_file/433 1.2 MB
.____padding_file/434 1.2 MB
.____padding_file/156 1.1 MB
.____padding_file/157 1.1 MB
.____padding_file/187 1.1 MB
.____padding_file/188 1.1 MB
.____padding_file/144 1.1 MB
.____padding_file/145 1.1 MB
.____padding_file/12 1.1 MB
.____padding_file/13 1.1 MB
.____padding_file/409 1.1 MB
.____padding_file/410 1.1 MB
.____padding_file/51 993.9 kB
.____padding_file/52 993.9 kB
.____padding_file/293 971.2 kB
.____padding_file/294 971.2 kB
.____padding_file/102 923.7 kB
.____padding_file/103 923.7 kB
.____padding_file/529 919.3 kB
.____padding_file/530 919.3 kB
.____padding_file/589 848.4 kB
.____padding_file/590 848.4 kB
.____padding_file/604 833.3 kB
.____padding_file/605 833.3 kB
.____padding_file/451 826.1 kB
.____padding_file/452 826.1 kB
.____padding_file/24 802.4 kB
.____padding_file/25 802.4 kB
.____padding_file/296 794.1 kB
.____padding_file/297 794.1 kB
.____padding_file/347 737.9 kB
.____padding_file/348 737.9 kB
.____padding_file/323 705.2 kB
.____padding_file/324 705.2 kB
.____padding_file/538 660.6 kB
.____padding_file/539 660.6 kB
.____padding_file/287 627.0 kB
.____padding_file/288 627.0 kB
.____padding_file/320 560.4 kB
.____padding_file/321 560.4 kB
.____padding_file/562 544.7 kB
.____padding_file/563 544.7 kB
.____padding_file/220 487.9 kB
.____padding_file/221 487.9 kB
.____padding_file/178 487.6 kB
.____padding_file/179 487.6 kB
.____padding_file/114 480.5 kB
.____padding_file/115 480.5 kB
.____padding_file/442 477.8 kB
.____padding_file/443 477.8 kB
.____padding_file/424 431.7 kB
.____padding_file/425 431.7 kB
.____padding_file/478 422.8 kB
.____padding_file/479 422.8 kB
.____padding_file/69 413.0 kB
.____padding_file/70 413.0 kB
.____padding_file/263 411.2 kB
.____padding_file/264 411.2 kB
.____padding_file/6 410.4 kB
.____padding_file/7 410.4 kB
.____padding_file/400 403.2 kB
.____padding_file/401 403.2 kB
.____padding_file/379 398.3 kB
.____padding_file/380 398.3 kB
.____padding_file/382 394.6 kB
.____padding_file/383 394.6 kB
.____padding_file/208 370.1 kB
.____padding_file/209 370.1 kB
.____padding_file/281 358.8 kB
.____padding_file/282 358.8 kB
.____padding_file/583 356.0 kB
.____padding_file/584 356.0 kB
.____padding_file/607 334.9 kB
.____padding_file/608 334.9 kB
.____padding_file/290 320.8 kB
.____padding_file/291 320.8 kB
.____padding_file/15 270.1 kB
.____padding_file/16 270.1 kB
.____padding_file/637 258.2 kB
.____padding_file/638 258.2 kB
.____padding_file/394 251.8 kB
.____padding_file/395 251.8 kB
.____padding_file/532 221.2 kB
.____padding_file/533 221.2 kB
.____padding_file/406 206.9 kB
.____padding_file/407 206.9 kB
.____padding_file/84 180.4 kB
.____padding_file/85 180.4 kB
.____padding_file/619 177.9 kB
.____padding_file/620 177.9 kB
.____padding_file/42 172.2 kB
.____padding_file/43 172.2 kB
.____padding_file/123 172.1 kB
.____padding_file/124 172.1 kB
.____padding_file/571 130.5 kB
.____padding_file/572 130.5 kB
Master statistics and machine learning intuition math code.torrent 102.2 kB
.____padding_file/613 93.7 kB
.____padding_file/614 93.7 kB
.____padding_file/568 85.6 kB
.____padding_file/569 85.6 kB
Master statistics and machine learning intuition math code_torrent.txt 59.7 kB
.____padding_file/385 59.3 kB
.____padding_file/386 59.3 kB
.____padding_file/454 58.2 kB
.____padding_file/455 58.2 kB
16 Clustering and dimension-reduction/193 Code_ dbscan.en.srt 52.7 kB
06 Descriptive statistics/039 Code_ data from different distributions.en.srt 49.0 kB
.____padding_file/132 46.6 kB
.____padding_file/133 46.6 kB
12 Correlation/137 Code_ correlation coefficient.en.srt 43.1 kB
08 Probability theory/092 Code_ sampling variability.en.srt 40.8 kB
06 Descriptive statistics/047 Code_ Computing dispersion.en.srt 39.6 kB
10 The t-test family/126 Code_ permutation testing.en.srt 39.6 kB
16 Clustering and dimension-reduction/189 Code_ k-means clustering.en.srt 36.6 kB
07 Data normalizations and outliers/070 Code_ z-score for outlier removal.en.srt 35.9 kB
10 The t-test family/119 Code_ Two-samples t-test.en.srt 34.3 kB
12 Correlation/140 Code_ correlation matrix.en.srt 34.0 kB
10 The t-test family/116 Code_ One-sample t-test.en.srt 33.4 kB
12 Correlation/155 Code_ Cosine similarity vs. Pearson correlation.en.srt 33.3 kB
06 Descriptive statistics/059 Code_ entropy.en.srt 32.3 kB
14 Regression/167 Introduction to GLM _ regression.en.srt 31.7 kB
08 Probability theory/095 Code_ conditional probabilities.en.srt 31.6 kB
12 Correlation/144 Code_ partial correlation.en.srt 31.4 kB
13 Analysis of Variance (ANOVA)/161 The two-way ANOVA.en.srt 31.3 kB
13 Analysis of Variance (ANOVA)/157 ANOVA intro, part 2.en.srt 30.3 kB
14 Regression/175 Code_ Multiple regression.en.srt 29.8 kB
08 Probability theory/098 Code_ Law of Large Numbers in action.en.srt 29.7 kB
08 Probability theory/089 Creating sample estimate distributions.en.srt 29.6 kB
12 Correlation/135 Motivation and description of correlation.en.srt 29.2 kB
10 The t-test family/122 Code_ Signed-rank test.en.srt 28.7 kB
09 Hypothesis testing/105 P-values_ definition, tails, and misinterpretations.en.srt 28.6 kB
12 Correlation/152 Code_ Kendall correlation.en.srt 28.6 kB
16 Clustering and dimension-reduction/198 Code_ PCA.en.srt 28.3 kB
06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).en.srt 28.0 kB
13 Analysis of Variance (ANOVA)/156 ANOVA intro, part1.en.srt 27.9 kB
13 Analysis of Variance (ANOVA)/163 Code_ One-way ANOVA (independent samples).en.srt 27.5 kB
11 Confidence intervals on parameters/130 Code_ compute confidence intervals by formula.en.srt 27.4 kB
13 Analysis of Variance (ANOVA)/158 Sum of squares.en.srt 27.2 kB
14 Regression/179 Logistic regression.en.srt 27.2 kB
05 Visualizing data/023 Code_ bar plots.en.srt 27.1 kB
14 Regression/181 Under- and over-fitting.en.srt 27.1 kB
09 Hypothesis testing/102 IVs, DVs, models, and other stats lingo.en.srt 25.9 kB
05 Visualizing data/028 Code_ histograms.en.srt 25.9 kB
14 Regression/169 Evaluating regression models_ R2 and F.en.srt 25.4 kB
08 Probability theory/100 Code_ the CLT in action.en.srt 25.1 kB
06 Descriptive statistics/051 Code_ QQ plots.en.srt 25.1 kB
06 Descriptive statistics/049 Code_ IQR.en.srt 25.0 kB
09 Hypothesis testing/103 What is an hypothesis and how do you specify one_.en.srt 24.9 kB
16 Clustering and dimension-reduction/197 Principal components analysis (PCA).en.srt 24.7 kB
14 Regression/177 Code_ polynomial modeling.en.srt 23.9 kB
09 Hypothesis testing/108 Type 1 and Type 2 errors.en.srt 23.7 kB
08 Probability theory/081 Code_ compute probabilities.en.srt 23.5 kB
17 Signal detection theory/204 Code_ d-prime.en.srt 23.3 kB
11 Confidence intervals on parameters/132 Code_ bootstrapping confidence intervals.en.srt 23.2 kB
16 Clustering and dimension-reduction/192 Clustering via dbscan.en.srt 23.1 kB
07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.en.srt 23.0 kB
13 Analysis of Variance (ANOVA)/166 Code_ Two-way mixed ANOVA.en.srt 22.9 kB
16 Clustering and dimension-reduction/188 K-means clustering.en.srt 22.4 kB
04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.en.srt 22.3 kB
12 Correlation/136 Covariance and correlation_ formulas.en.srt 22.2 kB
13 Analysis of Variance (ANOVA)/162 One-way ANOVA example.en.srt 22.0 kB
06 Descriptive statistics/044 Code_ computing central tendency.en.srt 21.5 kB
12 Correlation/138 Code_ Simulate data with specified correlation.en.srt 21.3 kB
14 Regression/170 Simple regression.en.srt 21.0 kB
05 Visualizing data/031 Code_ pie charts.en.srt 20.7 kB
07 Data normalizations and outliers/063 Code_ z-score.en.srt 20.5 kB
17 Signal detection theory/203 d-prime.en.srt 20.5 kB
master-statistics-and-machine-learning-intuition-math-code_meta.sqlite 20.5 kB
14 Regression/173 Multiple regression.en.srt 20.4 kB
06 Descriptive statistics/042 Measures of central tendency (mean).en.srt 20.2 kB
10 The t-test family/118 Two-samples t-test.en.srt 20.2 kB
10 The t-test family/114 Purpose and interpretation of the t-test.en.srt 20.1 kB
13 Analysis of Variance (ANOVA)/160 The omnibus F-test and post-hoc comparisons.en.srt 20.1 kB
08 Probability theory/094 Conditional probability.en.srt 20.1 kB
09 Hypothesis testing/107 Degrees of freedom.en.srt 19.8 kB
16 Clustering and dimension-reduction/201 Code_ ICA.en.srt 19.7 kB
08 Probability theory/084 Probability mass vs. density.en.srt 19.6 kB
13 Analysis of Variance (ANOVA)/164 Code_ One-way repeated-measures ANOVA.en.srt 19.6 kB
14 Regression/174 Standardizing regression coefficients.en.srt 19.6 kB
14 Regression/183 Comparing _nested_ models.en.srt 19.5 kB
16 Clustering and dimension-reduction/196 Code_ KNN.en.srt 19.5 kB
06 Descriptive statistics/043 Measures of central tendency (median, mode).en.srt 19.4 kB
08 Probability theory/078 What is probability_.en.srt 19.1 kB
06 Descriptive statistics/054 Code_ Histogram bins.en.srt 19.0 kB
16 Clustering and dimension-reduction/200 Independent components analysis (ICA).en.srt 18.3 kB
04 What are (is_) data_/019 Sample vs. population data.en.srt 18.3 kB
05 Visualizing data/022 Bar plots.en.srt 18.2 kB
09 Hypothesis testing/113 Statistical significance vs. classification accuracy.en.srt 18.1 kB
06 Descriptive statistics/038 Data distributions.en.srt 17.9 kB
13 Analysis of Variance (ANOVA)/165 Two-way ANOVA example.en.srt 17.8 kB
15 Statistical power and sample sizes/186 Estimating statistical power and sample size.en.srt 17.7 kB
09 Hypothesis testing/112 Cross-validation.en.srt 17.5 kB
10 The t-test family/125 Permutation testing for t-test significance.en.srt 17.4 kB
07 Data normalizations and outliers/075 Code_ Data trimming to remove outliers.en.srt 17.4 kB
08 Probability theory/085 Code_ compute probability mass functions.en.srt 17.0 kB
05 Visualizing data/027 Histograms.en.srt 16.8 kB
08 Probability theory/086 Cumulative probability distributions.en.srt 16.8 kB
08 Probability theory/099 The Central Limit Theorem.en.srt 16.6 kB
06 Descriptive statistics/058 Shannon entropy.en.srt 16.5 kB
06 Descriptive statistics/056 Code_ violin plots.en.srt 16.5 kB
12 Correlation/143 Partial correlation.en.srt 16.4 kB
08 Probability theory/093 Expected value.en.srt 16.4 kB
12 Correlation/151 Kendall's correlation for ordinal data.en.srt 16.2 kB
08 Probability theory/080 Computing probabilities.en.srt 16.2 kB
09 Hypothesis testing/104 Sample distributions under null and alternative hypotheses.en.srt 15.6 kB
08 Probability theory/097 The Law of Large Numbers.en.srt 15.3 kB
07 Data normalizations and outliers/072 Multivariate outlier detection.en.srt 15.3 kB
14 Regression/168 Least-squares solution to the GLM.en.srt 15.3 kB
06 Descriptive statistics/053 Histograms part 2_ Number of bins.en.srt 15.3 kB
07 Data normalizations and outliers/062 Z-score standardization.en.srt 15.3 kB
15 Statistical power and sample sizes/185 What is statistical power and why is it important_.en.srt 15.2 kB
14 Regression/180 Code_ Logistic regression.en.srt 15.1 kB
08 Probability theory/079 Probability vs. proportion.en.srt 15.1 kB
07 Data normalizations and outliers/068 Removing outliers_ z-score method.en.srt 15.1 kB
08 Probability theory/087 Code_ cdfs and pdfs.en.srt 15.1 kB
12 Correlation/139 Correlation matrix.en.srt 14.5 kB
14 Regression/171 Code_ simple regression.en.srt 14.3 kB
14 Regression/176 Polynomial regression models.en.srt 14.3 kB
01 Introductions/003 Statistics guessing game!.en.srt 14.2 kB
02 Math prerequisites/012 The logistic function.en.srt 14.0 kB
04 What are (is_) data_/018 Code_ representing types of data on computers.en.srt 14.0 kB
11 Confidence intervals on parameters/128 What are confidence intervals and why do we need them_.en.srt 14.0 kB
06 Descriptive statistics/052 Statistical _moments_.en.srt 14.0 kB
08 Probability theory/091 Sampling variability, noise, and other annoyances.en.srt 13.9 kB
09 Hypothesis testing/109 Parametric vs. non-parametric tests.en.srt 13.7 kB
11 Confidence intervals on parameters/131 Confidence intervals via bootstrapping (resampling).en.srt 13.7 kB
05 Visualizing data/025 Code_ box plots.en.srt 13.6 kB
07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.en.srt 13.6 kB
07 Data normalizations and outliers/065 Code_ min-max scaling.en.srt 13.4 kB
09 Hypothesis testing/110 Multiple comparisons and Bonferroni correction.en.srt 13.3 kB
05 Visualizing data/033 Linear vs. logarithmic axis scaling.en.srt 13.3 kB
17 Signal detection theory/205 Response bias.en.srt 13.1 kB
17 Signal detection theory/208 Code_ ROC curves.en.srt 12.4 kB
10 The t-test family/115 One-sample t-test.en.srt 12.3 kB
06 Descriptive statistics/037 Accuracy, precision, resolution.en.srt 12.2 kB
12 Correlation/148 Code_ Spearman correlation and Fisher-Z.en.srt 11.8 kB
17 Signal detection theory/207 Receiver operating characteristics (ROC).en.srt 11.7 kB
05 Visualizing data/034 Code_ line plots.en.srt 11.6 kB
12 Correlation/146 Nonparametric correlation_ Spearman rank.en.srt 11.4 kB
13 Analysis of Variance (ANOVA)/159 The F-test and the ANOVA table.en.srt 11.1 kB
10 The t-test family/121 Wilcoxon signed-rank (nonparametric t-test).en.srt 11.1 kB
04 What are (is_) data_/021 The ethics of making up data.en.srt 11.0 kB
06 Descriptive statistics/050 QQ plots.en.srt 10.8 kB
09 Hypothesis testing/111 Statistical vs. theoretical vs. clinical significance.en.srt 10.6 kB
08 Probability theory/096 Tree diagrams for conditional probabilities.en.srt 10.6 kB
11 Confidence intervals on parameters/129 Computing confidence intervals via formula.en.srt 10.5 kB
12 Correlation/145 The problem with Pearson.en.srt 10.5 kB
12 Correlation/147 Fisher-Z transformation for correlations.en.srt 10.5 kB
14 Regression/184 What to do about missing data.en.srt 10.2 kB
02 Math prerequisites/013 Rank and tied-rank.en.srt 10.2 kB
11 Confidence intervals on parameters/134 Misconceptions about confidence intervals.en.srt 9.7 kB
09 Hypothesis testing/106 P-z combinations that you should memorize.en.srt 9.6 kB
16 Clustering and dimension-reduction/195 K-nearest neighbor classification.en.srt 9.6 kB
10 The t-test family/123 Mann-Whitney U test (nonparametric t-test).en.srt 9.4 kB
02 Math prerequisites/008 Scientific notation.en.srt 9.3 kB
17 Signal detection theory/202 The two perspectives of the world.en.srt 9.3 kB
05 Visualizing data/032 When to use lines instead of bars.en.srt 9.2 kB
07 Data normalizations and outliers/074 Removing outliers by data trimming.en.srt 9.1 kB
05 Visualizing data/030 Pie charts.en.srt 9.0 kB
04 What are (is_) data_/016 Where do data come from and what do they mean_.en.srt 8.9 kB
01 Introductions/004 Using the Q&A forum.en.srt 8.7 kB
02 Math prerequisites/011 Natural exponent and logarithm.en.srt 8.6 kB
05 Visualizing data/024 Box-and-whisker plots.en.srt 8.3 kB
10 The t-test family/124 Code_ Mann-Whitney U test.en.srt 8.3 kB
10 The t-test family/127 _Unsupervised learning__ How many permutations_.en.srt 8.2 kB
04 What are (is_) data_/020 Samples, case reports, and anecdotes.en.srt 8.2 kB
06 Descriptive statistics/041 The beauty and simplicity of Normal.en.srt 8.1 kB
12 Correlation/154 Cosine similarity.en.srt 8.0 kB
07 Data normalizations and outliers/064 Min-max scaling.en.srt 7.7 kB
06 Descriptive statistics/048 Interquartile range (IQR).en.srt 7.5 kB
08 Probability theory/082 Probability and odds.en.srt 7.4 kB
15 Statistical power and sample sizes/187 Compute power and sample size using G_Power.en.srt 7.3 kB
10 The t-test family/120 _Unsupervised learning__ Importance of N for t-test.en.srt 7.3 kB
06 Descriptive statistics/036 Descriptive vs. inferential statistics.en.srt 6.8 kB
17 Signal detection theory/206 Code_ Response bias.en.srt 6.8 kB
07 Data normalizations and outliers/076 Non-parametric solutions to outliers.en.srt 6.7 kB
01 Introductions/001 [Important] Getting the most out of this course.en.srt 6.5 kB
02 Math prerequisites/009 Summation notation.en.srt 6.4 kB
01 Introductions/002 About using MATLAB or Python.en.srt 6.3 kB
07 Data normalizations and outliers/069 The modified z-score method.en.srt 6.3 kB
12 Correlation/142 _Unsupervised learning__ correlation to covariance matrix.en.srt 6.2 kB
07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).en.srt 6.0 kB
02 Math prerequisites/007 Arithmetic and exponents.en.srt 6.0 kB
03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.en.srt 5.8 kB
06 Descriptive statistics/055 Violin plots.en.srt 5.3 kB
16 Clustering and dimension-reduction/194 _Unsupervised learning__ dbscan vs. k-means.en.srt 4.7 kB
06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.en.srt 4.6 kB
02 Math prerequisites/010 Absolute value.en.srt 4.4 kB
02 Math prerequisites/006 Should you memorize statistical formulas_.en.srt 4.4 kB
07 Data normalizations and outliers/077 An outlier lecture on personal accountability.en.srt 4.4 kB
10 The t-test family/117 _Unsupervised learning__ The role of variance.en.srt 4.4 kB
12 Correlation/141 _Unsupervised learning__ average correlation matrices.en.srt 4.3 kB
18 Bonus section/211 Bonus content.html 4.3 kB
06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.en.srt 4.1 kB
07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.en.srt 4.1 kB
08 Probability theory/090 Monte Carlo sampling.en.srt 4.1 kB
05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.en.srt 4.0 kB
07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.en.srt 3.9 kB
01 Introductions/003 stats-intro-GuessTheTest.zip 3.8 kB
05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.en.srt 3.6 kB
12 Correlation/153 _Unsupervised learning__ Does Kendall vs. Pearson matter_.en.srt 3.6 kB
12 Correlation/150 _Unsupervised learning__ confidence interval on correlation.en.srt 3.5 kB
08 Probability theory/088 _Unsupervised learning__ cdf's for various distributions.en.srt 3.5 kB
08 Probability theory/101 _Unsupervised learning__ Averaging pairs of numbers.en.srt 3.4 kB
08 Probability theory/083 _Unsupervised learning__ probabilities of odds-space.en.srt 3.3 kB
01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.en.srt 3.3 kB
06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.en.srt 3.3 kB
14 Regression/182 _Unsupervised learning__ Overfit data.en.srt 2.9 kB
05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.en.srt 2.6 kB
16 Clustering and dimension-reduction/190 _Unsupervised learning__ K-means and normalization.en.srt 2.6 kB
17 Signal detection theory/209 _Unsupervised learning__ Make this plot look nicer!.en.srt 2.5 kB
04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.en.srt 2.5 kB
16 Clustering and dimension-reduction/199 _Unsupervised learning__ K-means on PC data.en.srt 2.4 kB
06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.en.srt 2.1 kB
16 Clustering and dimension-reduction/191 _Unsupervised learning__ K-means on a Gauss blur.en.srt 2.1 kB
11 Confidence intervals on parameters/133 _Unsupervised learning__ Confidence intervals for variance.en.srt 2.0 kB
12 Correlation/149 _Unsupervised learning__ Spearman correlation.en.srt 2.0 kB
18 Bonus section/210 About deep learning.html 1.8 kB
14 Regression/172 _Unsupervised learning__ Compute R2 and F.en.srt 1.5 kB
14 Regression/178 _Unsupervised learning__ Polynomial design matrix.en.srt 1.2 kB
master-statistics-and-machine-learning-intuition-math-code_meta.xml 882 Bytes
0. Websites you may like/[FCS Forum].url 133 Bytes
0. Websites you may like/[FreeCourseSite.com].url 127 Bytes
0. Websites you may like/[CourseClub.ME].url 122 Bytes

master-statistics-and-machine-learning-intuition-math-code

磁力链接/BT种子名称

磁力链接/BT种子简介

移花宫入口

磁力链接下载

下载BT种子文件

最近搜索

文件列表

随机展示

相关说明