課程信息
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第 3 門課程(共 5 門)

100% 在線

立即開始,按照自己的計劃學習。

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完成時間大約為12 小時

建議:4 weeks of study, 3-4 hours per week...

英語(English)

字幕:英語(English), 韓語, 阿拉伯語(Arabic)

您將獲得的技能

Data AnalysisSimulationBusiness AnalyticsMathematical Optimization

第 3 門課程(共 5 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

完成時間大約為12 小時

建議:4 weeks of study, 3-4 hours per week...

英語(English)

字幕:英語(English), 韓語, 阿拉伯語(Arabic)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 2 小時

Data Exploration and Reduction — Cluster Analysis

...
7 個視頻 (總計 53 分鐘), 1 個閱讀材料, 2 個測驗
7 個視頻
0. What is Cluster Analysis7分鐘
1. Data Reduction and Unsupervised Learning7分鐘
2. Preparing Data and Measuring Dissimilarities8分鐘
3. Hierarchical and k-Means Clustering7分鐘
4. Cluster Analysis with Excel8分鐘
5. Cluster Analysis with XLMiner9分鐘
1 個閱讀材料
Register for Analytic Solver Platform for Education (ASPE)10分鐘
2 個練習
Week 1 Quiz16分鐘
Week 1 Application Assignment - Clustering30分鐘
2
完成時間為 2 小時

Dealing with Uncertainty and Analyzing Risk

...
7 個視頻 (總計 52 分鐘), 2 個測驗
7 個視頻
1. Adding Uncertainty to a Spreadsheet Model9分鐘
2. Defining Output Variables and Analyzing the Results7分鐘
3. Using Historical Data to Model Uncertainty7分鐘
4. Models with Correlated Uncertain Variables5分鐘
5. Creating and Interpreting Charts8分鐘
6. Using Average Values versus Simulation5分鐘
2 個練習
Week 2 Quiz30分鐘
Week 2 Application Assignment - Monte Carlo Simulation30分鐘
3
完成時間為 2 小時

Identifying the Best Options — Optimization

At the end of this module students should be able to: 1. Develop a spreadsheet model for an optimization problem 2. Use Excel to solve optimization models 3. Interpret solutions and conduct what-if analysis...
7 個視頻 (總計 54 分鐘), 2 個測驗
7 個視頻
1. Formulating an Optimization Problem7分鐘
2. Developing a Spreadsheet Model7分鐘
3. Adding Optimization to a Spreadsheet Model5分鐘
4. What-if Analysis and the Sensitivity Report9分鐘
5. Evaluating Scenarios and Visualizing Results to Gain Practical Insights9分鐘
6. Digital Marketing Application of Optimization8分鐘
2 個練習
Week 3 Quiz24分鐘
Week 3 Application Assignment - Linear Optimization45分鐘
4
完成時間為 2 小時

Decision Analytics

At the end of this module students should be able to: 1. Given a business situation, apply an appropriate technique to identify the best solution alternatives 2. Formulate and solve models for business problems that requires yes/no decisions and logical constraints 3. Create models that mix techniques and tools such as simulation and optimizationAnalyze and interpret results to make informed decisions...
6 個視頻 (總計 39 分鐘), 2 個測驗
6 個視頻
1. Business Problems with Yes/No Decisions5分鐘
2. Formulation and Solution of Binary Optimization Problems7分鐘
3. Metaheuristic Optimization8分鐘
4. Chance Constraints and Value At Risk6分鐘
5. Simulation Optimization6分鐘
2 個練習
Week 4 Quiz30分鐘
Week 4 Application Assignment - Simulation Optimization45分鐘
4.5
45 個審閱Chevron Right

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創建者 NHJul 12th 2017

The instructor is great. However, I would like to know the solutions for the exam. I sometimes pass the exam but struggle with certain questions but had no clue how to resolve it.

創建者 DAMar 9th 2018

Very interesting subject with a good instructor. I'd like to be able to cover the content in more detail, but it was a good introduction to optimization theory.

講師

Avatar

Manuel Laguna

Professor
Leeds School of Business

關於 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....

關於 Advanced Business Analytics 專項課程

The Advanced Business Analytics Specialization brings together academic professionals and experienced practitioners to share real world data analytics skills you can use to grow your business, increase profits, and create maximum value for your shareholders. Learners gain practical skills in extracting and manipulating data using SQL code, executing statistical methods for descriptive, predictive, and prescriptive analysis, and effectively interpreting and presenting analytic results. The problems faced by decision makers in today’s competitive business environment are complex. Achieve a clear competitive advantage by using data to explain the performance of a business, evaluate different courses of action, and employ a structured approach to business problem-solving. Check out a one-minute video about this specialization to learn more!...
Advanced Business Analytics

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