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### 您将获得的技能

Regression AnalysisData CleansingPredictive ModellingExploratory Data Analysis

1

## Exploratory Data Analysis and Visualizations

8 个视频 （总计 38 分钟）, 1 个阅读材料, 3 个测验
8 个视频
2. Dealing With Missing Values6分钟
3. Dealing with Outliers3分钟
5. Common Graphs7分钟
6. What is Good Data Visualization?4分钟
1 个阅读材料
Register for Analytic Solver Platform for Education (ASPE)10分钟
2 个练习
Week 1 Quiz48分钟
Week 1 Application Assignment 1 (optional): Data Cleanup6分钟
2

## Predicting a Continuous Variable

8 个视频 （总计 41 分钟）, 2 个测验
8 个视频
3. Multiple Regression4分钟
4. Improving Model Fit3分钟
5. Model Selection3分钟
6. Challenges of Predictive Modeling5分钟
7. How to Build a Model using XLMiner8分钟
2 个练习
Week 2 Quiz18分钟
Week 2 Application Assignment40分钟
3

## Predicting a Binary Outcome

8 个视频 （总计 33 分钟）, 2 个测验
8 个视频
3. Multiple Logistic Regression3分钟
4. Cross Validation and Confusion Matrix5分钟
5. Cost Sensitive Classification2分钟
6. Comparing Models Independent of Costs and Cutoffs3分钟
7. Building Logistic Regression Models using XLMiner6分钟
2 个练习
Week 3 Quiz14分钟
Week 3 Application Assignment26分钟
4

## Trees and Other Predictive Models

8 个视频 （总计 32 分钟）, 4 个测验
8 个视频
3. Regression Trees2分钟
4. Bagging, Boosting, Random Forest4分钟
5. Building Trees with XLMiner5分钟
6. Neural Networks5分钟
7. Building Neural Networks using XLMiner4分钟
3 个练习
Week 4 Quiz12分钟
Week 4 Application Assignment10分钟
Final Course Assignment Quiz40分钟
3.8
64 个审阅

### 来自Predictive Modeling and Analytics 的热门评论

this course teach you about the technical of using tools for predictive modeling. very useful for you who want to learn the fundamental of analytics.

Got to many techniques like boosting, bagging, Neural networks, regression tress etc.. Useful and informative course

Professor

## 关于 科罗拉多大学波德分校

CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies....