Packt Understanding Regression Techniques-XQZT | Apps-Tutorials | MP4 | 3.12 GiB
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Packt.Understanding.Regression.Techniques-XQZT
Title: Understanding Regression Techniques
Publisher: Packt
Size: 3.2G (3347252557 B)
Files: 14F
Date: 03/24/2020
Course #: 9781800200197
Type: N/A
Published: 24 Mar 2020
Modified: N/A
URL: www.packtpub.com/data/understanding-regression-techniques-video
Author: N/A
Duration: 7 hours 10 minutes
Skill: N/A
Exer/Code: [X]
Installation:
Unpack that shit, run that shit
Description:
Linear and logistic regressions are among the first set of
algorithms youll study to get started on your journey in data
science.
This course explores three basic
regressionslinear, logistic, and count model. Starting with
linear regressions, youll first understand the difference
between simple and multiple linear regressions and explore
different types of variables, including binary,
categorical, and quadratic. Once youve got to grips with the
fundamentals, youll apply what youve learned to solve a case
study. As you advance, youll explore logistic regression models
and cover variables, non-linearity tests, prediction, and model
fit. Finally, youll get well-versed with count model
regression.
By the end of the course, youll be equipped with the
knowledge you need to investigate correlations between
multiple variables using regression models.
All the codes and
supporting files for this course will be available at-
3.2G Understanding Regression Techniques [Video] 367M Understanding Regression Techniques [Video]/1.Simple Linear Regression 98M Understanding Regression Techniques [Video]/1.Simple Linear Regression/01.Introduction.mp4 35M Understanding Regression Techniques [Video]/1.Simple Linear Regression/02.Simple linear regression.mp4 62M Understanding Regression Techniques [Video]/1.Simple Linear Regression/03.The slope.mp4 52M Understanding Regression Techniques [Video]/1.Simple Linear Regression/04.R-squared.mp4 50M Understanding Regression Techniques [Video]/1.Simple Linear Regression/05.The p-value.mp4 16M Understanding Regression Techniques [Video]/1.Simple Linear Regression/06.Model fit.mp4 57M Understanding Regression Techniques [Video]/1.Simple Linear Regression/07.The residuals.mp4 103M Understanding Regression Techniques [Video]/10.Count Models - Count Tables 29M Understanding Regression Techniques [Video]/10.Count Models - Count Tables/65.Count tables.mp4 17M Understanding Regression Techniques [Video]/10.Count Models - Count Tables/66.Risk.mp4 21M Understanding Regression Techniques [Video]/10.Count Models - Count Tables/67.Inceidence-rate ratio.mp4 37M Understanding Regression Techniques [Video]/10.Count Models - Count Tables/68.Two-by-three tables.mp4 503M Understanding Regression Techniques [Video]/11.Poisson Regression 160M Understanding Regression Techniques [Video]/11.Poisson Regression/69.Single independent variable.mp4 35M Understanding Regression Techniques [Video]/11.Poisson Regression/70.Examples.mp4 87M Understanding Regression Techniques [Video]/11.Poisson Regression/71.Binary variables.mp4 68M Understanding Regression Techniques [Video]/11.Poisson Regression/72.Multiple independent variables.mp4 80M Understanding Regression Techniques [Video]/11.Poisson Regression/73.Categorical variables.mp4 75M Understanding Regression Techniques [Video]/11.Poisson Regression/74.Exposure.mp4 198M Understanding Regression Techniques [Video]/12.Other Count Models 54M Understanding Regression Techniques [Video]/12.Other Count Models/75.Negative binomial regression.mp4 31M Understanding Regression Techniques [Video]/12.Other Count Models/76.Truncated models.mp4 86M Understanding Regression Techniques [Video]/12.Other Count Models/77.Zero-inflated models.mp4 29M Understanding Regression Techniques [Video]/12.Other Count Models/78.Comparison of models.mp4 23M Understanding Regression Techniques [Video]/13.Prediction 13M Understanding Regression Techniques [Video]/13.Prediction/79.Predicting the number of events.mp4 9.7M Understanding Regression Techniques [Video]/13.Prediction/80.Predicting probabilities of certain counts.mp4 80M Understanding Regression Techniques [Video]/14.Count Model Case Study 4.1M Understanding Regression Techniques [Video]/14.Count Model Case Study/81.The dataset.mp4 22M Understanding Regression Techniques [Video]/14.Count Model Case Study/82.Continuous variables.mp4 3.1M Understanding Regression Techniques [Video]/14.Count Model Case Study/83.Binary variables.mp4 3.5M Understanding Regression Techniques [Video]/14.Count Model Case Study/84.Multivariate analysis.mp4 5.5M Understanding Regression Techniques [Video]/14.Count Model Case Study/85.Negative binomial regression.mp4 23M Understanding Regression Techniques [Video]/14.Count Model Case Study/86.Zero-inflated models.mp4 11M Understanding Regression Techniques [Video]/14.Count Model Case Study/87.Comparing count models.mp4 8.8M Understanding Regression Techniques [Video]/14.Count Model Case Study/88.Visualizing the result.mp4 52M Understanding Regression Techniques [Video]/15.Conclusion 52M Understanding Regression Techniques [Video]/15.Conclusion/89.Conclusion.mp4 121M Understanding Regression Techniques [Video]/2.Multiple linear regression 15M Understanding Regression Techniques [Video]/2.Multiple linear regression/08.Multiple linear regression.mp4 44M Understanding Regression Techniques [Video]/2.Multiple linear regression/09.The slopes.mp4 13M Understanding Regression Techniques [Video]/2.Multiple linear regression/10.R-squared.mp4 11M Understanding Regression Techniques [Video]/2.Multiple linear regression/11.The p-value.mp4 40M Understanding Regression Techniques [Video]/2.Multiple linear regression/12.Model fit and residuals.mp4 383M Understanding Regression Techniques [Video]/3.Linear Regression - Binary, Categorical, and Quadratic Variables 112M Understanding Regression Techniques [Video]/3.Linear Regression - Binary, Categorical, and Quadratic Variables/13.Binary variables.mp4 186M Understanding Regression Techniques [Video]/3.Linear Regression - Binary, Categorical, and Quadratic Variables/14.Categorical variables.mp4 86M Understanding Regression Techniques [Video]/3.Linear Regression - Binary, Categorical, and Quadratic Variables/15.Quadratic variables.mp4 165M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions 23M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/16.Prediction.mp4 11M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/17.Normality of residuals.mp4 11M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/18.Independence of residuals.mp4 10M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/19.Constant variance.mp4 13M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/20.Multicollinearity.mp4 15M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/21.Outliers.mp4 35M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/22.Influential observations.mp4 50M Understanding Regression Techniques [Video]/4.Linear Regression - Checking Model Fit and Assumptions/23.Selection algorithms.mp4 135M Understanding Regression Techniques [Video]/5.Linear Regression Case Study 10M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/24.The dataset.mp4 32M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/25.Including continuous variables.mp4 6.0M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/26.Including binary variables.mp4 5.8M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/27.Including categorical variables.mp4 14M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/28.Multiple regression.mp4 9.2M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/29.Checking model fit.mp4 20M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/30.Checking model assumptions.mp4 5.2M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/31.Multicollinearity.mp4 9.3M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/32.Outliers.mp4 16M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/33.Influential observations.mp4 9.0M Understanding Regression Techniques [Video]/5.Linear Regression Case Study/34.Visualizing the result.mp4 163M Understanding Regression Techniques [Video]/6.Logistic Regression - Contingency Tables 31M Understanding Regression Techniques [Video]/6.Logistic Regression - Contingency Tables/35.Two-by-two tables.mp4 28M Understanding Regression Techniques [Video]/6.Logistic Regression - Contingency Tables/36.The odds.mp4 32M Understanding Regression Techniques [Video]/6.Logistic Regression - Contingency Tables/37.The odds ratio.mp4 74M Understanding Regression Techniques [Video]/6.Logistic Regression - Contingency Tables/38.Two-by-three tables.mp4 523M Understanding Regression Techniques [Video]/7.Logistic Regression Models 153M Understanding Regression Techniques [Video]/7.Logistic Regression Models/39.Single independent variable.mp4 40M Understanding Regression Techniques [Video]/7.Logistic Regression Models/40.Examples.mp4 72M Understanding Regression Techniques [Video]/7.Logistic Regression Models/41.Binary variables.mp4 67M Understanding Regression Techniques [Video]/7.Logistic Regression Models/42.Multiple independent variables.mp4 93M Understanding Regression Techniques [Video]/7.Logistic Regression Models/43.Categorical variables.mp4 37M Understanding Regression Techniques [Video]/7.Logistic Regression Models/44.Nonlinearity - Non-graphical test.mp4 64M Understanding Regression Techniques [Video]/7.Logistic Regression Models/45.Nonlinearity - Graphical test.mp4 157M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit 20M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/46.Prediction.mp4 15M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/47.Goodness of fit - Likelihood ratio test.mp4 24M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/48.Goodness of fit - Hosmer-Lemeshow test.mp4 55M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/49.Goodness of fit - Classification tables.mp4 8.8M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/50.Goodness of fit - ROC analysis.mp4 9.8M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/51.Residuals.mp4 28M Understanding Regression Techniques [Video]/8.Logistic Regression - Prediction and Model Fit/52.Influential Observations.mp4 136M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study 12M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/53.The dataset.mp4 8.7M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/54.Continuous variables.mp4 5.2M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/55.Test of linearity - Non-graphical.mp4 17M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/56.Test of linearity - Graphical.mp4 6.4M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/57.Binary variables.mp4 27M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/58.Categorical variables.mp4 7.3M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/59.Multivariate analysis.mp4 18M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/60.Goodness of fit.mp4 8.2M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/61.Residual analysis.mp4 6.8M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/62.Influential observations.mp4 14M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/63.Combining both residuals and influence in one graph.mp4 7.4M Understanding Regression Techniques [Video]/9.Logistic Regression Case Study/64.Visualizing the result.mp4 92M Understanding Regression Techniques [Video]/Exercise Files 92M Understanding Regression Techniques [Video]/Exercise Files/code_9781800200197.zip 3.2G total
File: 01.Introduction.mp4 Size: 102506091 bytes (97.76 MiB), duration: 00:03:15, avg.bitrate: 4205 kb/s Audio: aac, 48000 Hz, stereo (eng) Video: h264, yuv420p, 1280x720, 30.00 fps(r) (eng)
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