Machine Learning and Data Science in STATA

سرفصل های دوره

Practical way to learn Data Science and Machine Learning with STATA . Examples and real data are provided

1. Background Knowledge

1. Introduction

2. What is Credit Risk

3. Expected Losses and its Components

2. STATA and DATA

1. STATA Interface

2.1 Loan_Data.xlsx

2. Importing Data From Excel to STATA

3. Importing Data from Excel to STATA Part 2

4. Merging Data

3. Data Visualisation

1. Histogram Graph Combination

2. Histogram

3. Histogram Part 2 - Graph Editor

4. Visualization of Categories - Male and Female

5. Visualization of Categories- Rural vs Urban Area and Educational Level

6. Scatter Plot Understanding

7. Scatter Plots in Practice

4. Data Inspection and Summarization

1. Inspecting Data

2. Summarizing data with sum

3. Encoding Variables

5. Choosing the Variables

1. Weight of Evidence Gender

2. Weight of Evidence Relationship Status and Education

3. Weight of Evidence - Grade and Educational Level

6. Coding of Continues Variables (Fine- Classing)

1. Fine Classing - Installments Part 1

2. Combining Installments

3. Weight of Evidence - Installments

7. Machine Learning

1. Generating Dummy Variables for Gender and Relationship Status

2. Generating Dummy Variables for Education Level and Grade

3. Splitting the Data in Training and Testing

4. Running the Machine Learning (Logistic Regression)

45,900 تومان

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تولید کننده: Udemy-Training