Pluralsight Path. Interpreting Data with Python (2019)

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Pluralsight Path. Interpreting Data with Python (2019)

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文件列表

  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/7. Demo - Two-way ANOVA.mp4 18.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/06. Demo - Interactive Visualizations with Altair.mp4 18.4 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/09. Demo - Calculating and Visualizing Correlations.mp4 18.1 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/03. Demo - Getting Started with Altair.mp4 17.8 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/2. Demo - Preparing Data for Hypothesis Testing.mp4 16.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/8. Demo - Chi2 Analysis.mp4 15.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/3. Demo - Histograms, KDE Plots, Rug Plots.mp4 15.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/7. Demo - Descriptive Statistics and Regressi.mp4 15.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/6. Demo - Selecting Features Using Chi2, ANOVA, and Mutual Information.mp4 14.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/4. Demo - Exploring Continuous and Categorical Relationships.mp4 13.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/4. Demo - Performing Welchs t-test.mp4 13.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/08. Demo - Exploring and Visualizing Relationships.mp4 13.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/5. Demo - Pairwise Relationships.mp4 13.7 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/3. Demo - Performing the Independent t-test.mp4 13.5 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/5. Demo - Performing Classification Using Logistic Regression.mp4 13.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/09. Demo - Covariance and Correlation.mp4 13.1 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/4. Demo - Interquartile Range Variance and St.mp4 13.1 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/5. Demo - Z-scores Using SciPy.mp4 12.9 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/03. Demo - Mean and Median.mp4 12.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/05. Demo - Preparing Data for Simple Linear Regression.mp4 12.7 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/08. Demo - Interactive Visualizations for Financial Data Using Plotly.mp4 12.4 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/08. Demo - Selecting Relevant Features for Multiple Regression Using Correlations.mp4 11.9 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/10. Demo - Calculating and Visualizing Confidence Intervals.mp4 11.5 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/2. Demo - Mean and Median.mp4 11.5 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/04. Demo - Simple Altair Plots to Slice and Explore Data.mp4 11.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/07. Demo - Interpreting and Visualizing Summary Statistics.mp4 11.2 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/07. Demo - Loading Cleaning and Preparing Data.mp4 11.2 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/6. Demo - One-way ANOVA and Tukeys Honest Significant Difference Test.mp4 11.1 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/05. Demo - Quantiles and the Interquartile Range.mp4 11.0 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/05. Measures of Central Tendency.mp4 10.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/5. Demo - Performing the Paired Difference t-test.mp4 10.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/06. Demo - Linear Regression Using Analytical and Machine Learning Techniques.mp4 10.8 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/09. Sampling Distribution to Estimate Population Mean.mp4 10.6 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/11. Demo - Calculating and Visualizing Autocorrelation.mp4 10.5 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/11. One-way ANOVA.mp4 10.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/6. Demo - Skewness and Kurtosis for Stock Ret.mp4 10.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/10. Other Types of t-tests.mp4 10.2 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/13. Demo - Box Plots Violin Plots and Pie Charts.mp4 10.2 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/10. Confidence Intervals.mp4 9.6 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/08. Demo - Skewness and Kurtosis.mp4 9.5 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/2. The Intuition behind Logistic Regression.mp4 9.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/02. Demo - Getting Started with Pandas.mp4 9.2 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/04. Demo - Influence of Outliers on Mean and Median.mp4 9.2 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/4. Accuracy, Precision, and Recall.mp4 8.7 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/6. Demo - Visualizing Multiple Relationships with Facets.mp4 8.4 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/12. Demo - Line Plots and Bar Graphs.mp4 8.2 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/06. Lady Tasting Tea.mp4 8.1 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/05. Measures of Central Tendency and Dispersion.mp4 8.0 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/05. Introducing Hypothesis Testing.mp4 8.0 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/05. Demo - Visualizing Relationships Using Binning and Aggregation.mp4 8.0 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/07. Demo - Visualizing Correlations in Data.mp4 7.6 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/09. Demo - Geographical Plots Using Bubble Maps.mp4 7.4 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/04. Multiple Regression and Adjusted R-square.mp4 7.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/13. Pearsons Chi2 Test.mp4 7.1 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/06. Measures of Dispersion.mp4 7.0 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/11. Skewness and Kurtosis.mp4 7.0 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/04. Statistics in Understanding Data.mp4 6.8 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/04. Descriptive Statistics to Summarize Data.mp4 6.7 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/12. Covariance and Correlation.mp4 6.5 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/3. Demo - Influence of Outliers and Mode.mp4 6.5 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/08. Introducing the t-test.mp4 6.5 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/06. Demo - Variance and Standard Deviation.mp4 6.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/09. Demo - Selecting Relevant Features for Multiple Regression Using Mutual Information.mp4 5.7 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/04. Introducing Descriptive Statistics.mp4 5.7 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/8. Demo - Calculating and Interpreting Confid.mp4 5.7 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/02. Introducing Linear Regression.mp4 5.6 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/08. The Gaussian Distribution.mp4 5.4 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/2. Kernel Density Estimation.mp4 5.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/03. Minimizing Mean Square Error.mp4 5.1 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/3. Logistic Regression and Linear Regression.mp4 5.0 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/09. One Sample Location t-test and the Z-Test.mp4 4.9 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/06. Bivariate and Multivariate Descriptive Statistics.mp4 4.9 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/exercise.7z 4.4 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/02. Introducing Altair.mp4 4.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/12. Two-way ANOVA.mp4 4.0 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/07. The Power, Alpha and p-value of a Statistical Test.mp4 3.9 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/07. Understanding Variance.mp4 3.9 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.8 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/1. Module Overview.mp4 3.7 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/exercise.7z 3.6 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/1. Module Overview.mp4 3.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.4 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/01. Module Overview.mp4 3.4 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/exercise.7z 3.1 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/7. Summary and Further Study.mp4 2.9 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/9. Summary and Further Study.mp4 2.7 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/1. Module Overview.mp4 2.6 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/07. Introducing Plotly.mp4 2.4 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/02. Module Overview.mp4 2.4 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/14. Module Summary.mp4 2.3 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/11. Module Summary.mp4 2.3 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/10. Autocorrelation.mp4 2.3 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/9. Module Summary.mp4 2.2 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/02. Module Summary.mp4 2.2 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/01. Module Overview.mp4 2.1 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/1. Module Overview.mp4 2.1 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/10. Summary and Further Study.mp4 2.0 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/10. Module Summary.mp4 2.0 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/7. Module Summary.mp4 1.9 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/13. Module Summary.mp4 1.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/01. Module Overview.mp4 1.9 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/03. Prerequisites and Course Outline.mp4 1.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/14. Module Summary.mp4 1.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/02. Module Overview.mp4 1.8 MB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/03. Prerequisites and Course Outline.mp4 1.6 MB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/03. Prerequisites and Course Outline.mp4 1.6 MB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/01. Version Check.mp4 631.3 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/01. Version Check.mp4 605.9 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/01. Version Check.mp4 579.7 kB
  • cover.jpg 129.0 kB
  • scr 2022-08.png 83.5 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/05. Measures of Central Tendency.vtt 13.0 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/7. Demo - Two-way ANOVA.vtt 12.1 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/8. Demo - Chi2 Analysis.vtt 12.1 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/2. Demo - Preparing Data for Hypothesis Testing.vtt 12.0 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/06. Demo - Interactive Visualizations with Altair.vtt 11.9 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/3. Demo - Histograms, KDE Plots, Rug Plots.vtt 11.9 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/09. Demo - Calculating and Visualizing Correlations.vtt 11.7 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/7. Demo - Descriptive Statistics and Regressi.vtt 11.1 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/4. Demo - Performing Welchs t-test.vtt 11.0 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/5. Demo - Z-scores Using SciPy.vtt 10.8 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/03. Demo - Mean and Median.vtt 10.5 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/5. Demo - Pairwise Relationships.vtt 10.5 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/08. Demo - Exploring and Visualizing Relationships.vtt 10.5 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/4. Demo - Interquartile Range Variance and St.vtt 10.3 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/3. Identifying and Visualizing Probabilistic and Statistical Relationships/4. Demo - Exploring Continuous and Categorical Relationships.vtt 10.2 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/3. Demo - Performing the Independent t-test.vtt 9.9 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/09. Demo - Covariance and Correlation.vtt 9.9 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/11. One-way ANOVA.vtt 9.9 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/6. Demo - Selecting Features Using Chi2, ANOVA, and Mutual Information.vtt 9.8 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/2. The Intuition behind Logistic Regression.vtt 9.5 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/10. Confidence Intervals.vtt 9.2 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/5. Demo - Performing Classification Using Logistic Regression.vtt 9.1 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/4. Implementing Predictive Models for Continuous Data/05. Demo - Preparing Data for Simple Linear Regression.vtt 9.0 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/10. Demo - Calculating and Visualizing Confidence Intervals.vtt 9.0 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/03. Demo - Getting Started with Altair.vtt 9.0 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/2. Understanding Inferential Statistics/10. Other Types of t-tests.vtt 8.9 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/3. Working with Descriptive Statistics Using Pandas/07. Demo - Interpreting and Visualizing Summary Statistics.vtt 8.9 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/6. Demo - Skewness and Kurtosis for Stock Ret.vtt 8.3 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/2. Understanding Descriptive Statistics/09. Sampling Distribution to Estimate Population Mean.vtt 8.3 kB
  • B1. Interpreting Data Using Descriptive Statistics with Python (Janani Ravi, 2019)/4. Working with Descriptive Statistics Using SciPy and Statsmodels/2. Demo - Mean and Median.vtt 8.3 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/2. Identifying and Visualizing Common Relationships in Data/05. Measures of Central Tendency and Dispersion.vtt 8.3 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/3. Performing Hypothesis Testing in Python/6. Demo - One-way ANOVA and Tukeys Honest Significant Difference Test.vtt 8.2 kB
  • A1. Finding Relationships in Data with Python (Janani Ravi, 2019)/4. Using Interactive Visualizations to Explore Relationships in Data/08. Demo - Interactive Visualizations for Financial Data Using Plotly.vtt 8.1 kB
  • A2. Interpreting Data Using Statistical Models with Python (Janani Ravi, 2019)/5. Implementing Predictive Models for Categorical Data/4. Accuracy, Precision, and Recall.vtt 8.0 kB
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