This introductory course is for SAS software users who perform statistical analyses using SAS/STAT software. The focus is on t tests, ANOVA, and linear regression, and includes a brief introduction to logistic regression.
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课程信息
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100% 在线
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第 2 门课程（共 3 门）
中级
完成时间大约为12 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 意大利语, 越南语, 德语（German）, 俄语（Russian）, 英语（English）, 西班牙语（Spanish）
您将获得的技能
- Multivariate Time Series Analysis
- Surrogate Model
- Multivariate Analysis
- Predictive Modelling
可灵活调整截止日期
根据您的日程表重置截止日期。
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
第 2 门课程（共 3 门）
中级
完成时间大约为12 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 意大利语, 越南语, 德语（German）, 俄语（Russian）, 英语（English）, 西班牙语（Spanish）
提供方
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.
授课大纲 - 您将从这门课程中学到什么
完成时间为 1 小时
Course Overview (Review from Introduction to Statistics: Hypothesis Testing)
In this module you learn about the course and the data you analyze in this course. Then you set up the data you need to do the practices in the course.
完成时间为 1 小时
2 个视频 （总计 13 分钟）, 5 个阅读材料
完成时间为 2 小时
Model Building and Effect Selection
In this module you explore several tools for model selection. These tools help limit the number of candidate models so that you can choose an appropriate model that's based on your expertise and research priorities.
完成时间为 2 小时
11 个视频 （总计 28 分钟）, 3 个阅读材料, 4 个测验
完成时间为 3 小时
Model Post-Fitting for Inference
In this module you learn to verify the assumptions of the model and diagnose problems that you encounter in linear regression. You learn to examine residuals, identify outliers that are numerically distant from the bulk of the data, and identify influential observations that unduly affect the regression model. Finally, you learn to diagnose collinearity to avoid inflated standard errors and parameter instability in the model.
完成时间为 3 小时
18 个视频 （总计 46 分钟）
完成时间为 2 小时
Model Building for Scoring and Prediction
In this module you learn how to transition from inferential statistics to predictive modeling. Instead of using p-values, you learn about assessing models using honest assessment. After you choose the best performing model, you learn about ways to deploy the model to predict new data.
完成时间为 2 小时
11 个视频 （总计 27 分钟）, 1 个阅读材料, 4 个测验
完成时间为 4 小时
Categorical Data Analysis
In this module you look for associations between predictors and a binary response using hypothesis tests. Then you build a logistic regression model and learn about how to characterize the relationship between the response and predictors. Finally, you learn how to use logistic regression to build a model, or classifier, to predict unknown cases.
完成时间为 4 小时
25 个视频 （总计 73 分钟）
审阅
- 5 stars77.41%
- 4 stars19.35%
- 3 stars3.22%
来自REGRESSION MODELING FUNDAMENTALS的热门评论
由 KK 提供Jan 25, 2021
Must have taken the prior Course. In the Specialization.
由 RM 提供Jun 14, 2021
Thanks so much to our instructor, Jordan Bakerman for teaching this course!
由 SS 提供Feb 13, 2021
Great Study material & Ease of understanding of the concepts.
关于 SAS 统计业务分析师 专业证书
This program is for those who want to enhance their predictive and statistical modeling skills to drive data-informed business outcomes. If modeling data for business outcomes is relevant in your job role or industry, this certificate is a valuable indication of your proficiency.
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