Informações sobre o curso
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100% on-line

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Prazos flexíveis

Redefinir os prazos de acordo com sua programação.

Nível intermediário

Aprox. 23 horas para completar

Sugerido: 10 hours/week...

Inglês

Legendas: Inglês

100% on-line

Comece imediatamente e aprenda em seu próprio cronograma.

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.

Nível intermediário

Aprox. 23 horas para completar

Sugerido: 10 hours/week...

Inglês

Legendas: Inglês

Programa - O que você aprenderá com este curso

Semana
1
1 hora para concluir

Course Overview and Data Setup

2 vídeos (Total 13 mín.), 5 leituras
2 videos
Demo: Exploring Ames Housing Data10min
5 leituras
Learner Prerequisites10min
Choosing and Setting Up SAS Software for this Course10min
Follow These Instructions to Set Up Data for This Course (REQUIRED)30min
Completing Demos and Practices10min
Using Forums and Getting Help10min
3 horas para concluir

Introduction and Review of Concepts

17 vídeos (Total 41 mín.), 2 leituras, 9 testes
17 videos
Statistical Modeling: Types of Variables1min
Overview of Models3min
Explanatory versus Predictive Modeling1min
Population Parameters and Sample Statistics1min
Normal (Gaussian) Distribution2min
Standard Error of the Mean51s
Confidence Intervals2min
Statistical Hypothesis Test4min
p-Value: Effect Size and Sample Size Influence3min
Scenario48s
Performing a t Test4min
Demo: Performing a One-Sample t Test Using PROC TTEST3min
Scenario1min
Assumptions for the Two-Sample t Test2min
Testing for Equal and Unequal Variances2min
Demo: Performing a Two-Sample t Test Using PROC TTEST4min
2 leituras
Parameters and Statistics10min
Normal Distribution10min
9 exercícios práticos
Question 1.015min
Question 1.025min
Question 1.035min
Question 1.045min
Question 1.055min
Practice - Using PROC TTEST to Perform a One-Sample t Test20min
Question 1.065min
Practice - Using PROC TTEST to Compare Groups20min
Introduction and Review of Concepts30min
Semana
2
4 horas para concluir

ANOVA and Regression

29 vídeos (Total 70 mín.), 2 leituras, 14 testes
29 videos
Scenario58s
Identifying Associations in ANOVA with Box Plots1min
Demo: Exploring Associations Using PROC SGPLOT1min
Identifying Associations in Linear Regression with Scatter Plots1min
Demo: Exploring Associations Using PROC SGSCATTER2min
Scenario56s
The ANOVA Hypothesis1min
Partitioning Variability in ANOVA2min
Coefficient of Determination1min
F Statistic and Critical Values1min
The ANOVA Model2min
Demo: Performing a One-Way ANOVA Using PROC GLM6min
Scenario49s
Multiple Comparison Methods2min
Tukey's and Dunnett's Multiple Comparison Methods1min
Diffograms and Control Plots1min
Demo: Performing a Post Hoc Pairwise Comparison Using PROC GLM6min
Scenario53s
Using Correlation to Measure Relationships between Continuous Variables1min
Hypothesis Testing for a Correlation1min
Avoiding Common Errors When Interpreting Correlations5min
Demo: Producing Correlation Statistics and Scatter Plots Using PROC CORR6min
Scenario45s
The Simple Linear Regression Model1min
How SAS Performs Simple Linear Regression1min
Comparing the Regression Model to a Baseline Model2min
Hypothesis Testing and Assumptions for Linear Regression1min
Demo: Performing Simple Linear Regression Using PROC REG7min
2 leituras
What Does a CLASS Statement Do?10min
Correlation Analysis and Model Building10min
14 exercícios práticos
Question 2.015min
Question 2.025min
Question 2.035min
Question 2.045min
Practice - Performing a One-Way ANOVA20min
Question 2.055min
Question 2.065min
Practice - Using PROC GLM to Perform Post Hoc Parwise Comparisons20min
Question 2.075min
Question 2.085min
Practice - Describing the Relationship between Continuous Variables20min
Question 2.095min
Practice - Using PROC REG to Fit a Simple Linear Regression Model20min
ANOVA and Regression30min
Semana
3
2 horas para concluir

More Complex Linear Models

13 vídeos (Total 43 mín.), 1 leitura, 5 testes
13 videos
Scenario1min
Applying the Two-Way ANOVA Model3min
Demo: Performing a Two-Way ANOVA Using PROC GLM7min
Interactions3min
Demo: Performing a Two-Way ANOVA With an Interaction Using PROC GLM5min
Demo: Performing Post-Processing Analysis Using PROC PLM4min
Scenario44s
The Multiple Linear Regression Model2min
Hypothesis Testing for Multiple Regression1min
Multiple Linear Regression versus Simple Linear Regression2min
Adjusted R-Square1min
Demo: Fitting a Multiple Linear Regression Model Using PROC REG7min
1 leituras
The STORE Statement10min
5 exercícios práticos
Question 3.015min
Practice - Performing a Two-Way ANOVA Using PROC GLM20min
Question 3.025min
Practice - Performing Multiple Regression Using PROC REG20min
More Complex Linear Models30min
2 horas para concluir

Model Building and Effect Selection

11 vídeos (Total 28 mín.), 3 leituras, 4 testes
11 videos
Scenario1min
Approaches to Selecting Models2min
The All-Possible Regressions Approach to Model Building1min
The Stepwise Selection Approach to Model Building3min
Interpreting p-Values and Parameter Estimates2min
Demo: Performing Stepwise Regression Using PROC GLMSELECT7min
Scenario37s
Information Criteria2min
Adjusted R-Square and Mallows' Cp56s
Demo: Performing Model Selection Using PROC GLMSELECT5min
3 leituras
Activity - Optional Stepwise Selection Method Code10min
Information Criteria Penalty Components10min
All-Possible Selection
4 exercícios práticos
Question 4.015min
Practice - Using PROC GLMSELECT to Perform Stepwise Selection20min
Practice - Using PROC GLMSELECT to Perform Other Model Selection Techniques20min
Model Building and Effect Selection20min
Semana
4
3 horas para concluir

Model Post-Fitting for Inference

18 vídeos (Total 46 mín.), 7 testes
18 videos
Scenario40s
Assumptions for Regression2min
Verifying Assumptions Using Residual Plots3min
Demo: Examining Residual Plots Using PROC REG5min
Scenario47s
Identifying Influential Observations1min
Checking for Outliers with STUDENT Residuals1min
Checking for Influential Observations2min
Detecting Influential Observations with DFBETAS1min
Demo: Looking for Influential Observations Using PROC GLMSELECT and PROC REG5min
Demo: Examining the Influential Observations Using PROC PRINT6min
Handling Influential Observations1min
Scenario38s
Exploring Collinearity1min
Visualizing Collinearity2min
Demo: Calculating Collinearity Diagnostics Using PROC REG5min
Using an Effective Modeling Cycle1min
7 exercícios práticos
Practice: Using PROC REG to Examine Residuals20min
Question 5.015min
Practice: Using PROC REG to Generate Potential Outliers20min
Question 5.025min
Question 5.035min
Practice: Using PROC REG to Assess Collinearity20min
Model Post-Fitting for Inference30min
2 horas para concluir

Model Building for Scoring and Prediction

11 vídeos (Total 27 mín.), 1 leitura, 4 testes
11 videos
Scenario27s
Predictive Modeling Terminology1min
Model Complexity51s
Building a Predictive Model2min
Model Assessment and Selection1min
Demo: Building a Predictive Model Using PROC GLMSELECT10min
Scenario29s
Preparing for Scoring1min
Methods of Scoring1min
Demo: Scoring Data Using PROC PLM4min
1 leituras
Partitioning a Data Set Using PROC GLMSELECT10min
4 exercícios práticos
Question 6.015min
Practice: Building a Predictive Model Using PROC GLMSELECT20min
Practice: Scoring Using the SCORE Statement in PROC GLMSELECT20min
Model Building for Scoring and Prediction30min
4.9
11 avaliaçõesChevron Right

Principais avaliações do Statistics with SAS

por MSSep 5th 2019

The best course for statistics I've ever seen. I've learned statistics here not in university. Big like to all those people provide this valuable course for us. Thanks a million.

por ZYJul 1st 2019

This course is really fantastic!\n\nI love SAS, and I love analysis\n\nHope this will help me in my Ph. D studying career

Instrutores

Avatar

Jordan Bakerman

Analytical Training Consultant
Education

Sobre SAS

Through innovative software and services, SAS empowers and inspires customers around the world to transform data into intelligence. SAS is a trusted analytics powerhouse for organizations seeking immediate value from their data. A deep bench of analytics solutions and broad industry knowledge keep our customers coming back and feeling confident. With SAS®, you can discover insights from your data and make sense of it all. Identify what’s working and fix what isn’t. Make more intelligent decisions. And drive relevant change....

Perguntas Frequentes – FAQ

  • Ao se inscrever para um Certificado, você terá acesso a todos os vídeos, testes e tarefas de programação (se aplicável). Tarefas avaliadas pelos colegas apenas podem ser enviadas e avaliadas após o início da sessão. Caso escolha explorar o curso sem adquiri-lo, talvez você não consiga acessar certas tarefas.

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