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Fundamentals of Quantitative Modeling
Online
1 WeeksQuick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
The Syllabus
Videos
- 1.1 Course Introduction
- 1.2 Definition and Uses of Models, Common Functions
- 1.3 How Models Are Used in Practice
- 1.4 Key Steps in the Modeling Process
- 1.5 A Vocabulary for Modeling
- 1.6 Mathematical Functions
- 1.7 Summary
Reading
- PDF of Lecture Slides
Assignment
- Module 1: Introduction to Models Quiz
Videos
- 2.1 Introduction to Linear Models and Optimization
- 2.2 Growth in Discrete Time
- 2.3 Constant Proportionate Growth
- 2.4 Present and Future Value
- 2.5 Optimization
- 2.6 Summary
Reading
- PDF of Lecture Slides
Assignment
- Module 2: Linear Models and Optimization Quiz
Videos
- 3.1 Introduction to Probabilistic Models
- 3.2 Examples of Probabilistic Models
- 3.3 Regression Models
- 3.4 Probability Trees
- 3.5 Monte Carlo Simulations
- 3.6 Markov Chain Models
- 3.7 Building Blocks of Probability Models
- 3.8 The Bernoulli Distribution
- 3.9 The Binomial Distribution
- 3.10 The Normal Distribution
- 3.11 The Empirical Rule
- 3.12 Summary
Reading
- PDF of Lecture Slides
Assignment
- Module 3: Probabilistic Models Quiz
Videos
- 4.1 Introduction to Regression Model
- 4.2 Use of Regression Models
- 4.3 Interpretation of Regression Coefficients
- 4.4 R-squared and Root Mean Squared Error (RMSE)
- 4.5 Fitting Curves to Data
- 4.6 Multiple Regression
- 4.7 Logistic Regression
- 4.8 Summary of Regression Models
Reading
- PDF of Lecture Slides
Assignment
- Module 4: Regression Models Quiz