Advanced Analytics and Ethics in Business Analytics

سرفصل های دوره

This course will teach you about advance analytics and ethics in business analytics to help you develop proficiency in the ethical analysis of business data and enable data-driven decision-making.

1. Course Overview

1. Course Overview

2. Overview of Techniques and Ethics in Business Analytics

1. Business Analytics Overview and Applications

2. Relevance of Business Analytics

3. Ethics in Business Analytics

4. Business Analytics Techniques - Major Categories

5. Business Analytics Techniques - Specific Techniques

6. Use Case - Understanding Ethics and Techniques in Business Analyt

03. Predictive Analytics and Data Mining - Forecasting, Uncovering Data Patterns

01. Predictive Analytics Overview

02. Tools for Predictive Analytics

03. Demonstration - Predictive Analytics Techn

04. Demonstration - Predictive Analytics Techn

05. Data Mining Overview

06. Tools for Data Mining

07. Demonstration - Data Mining Techniques in

08. Demonstration - Data Mining Techniques in

09. Ethical Considerations - Predictive Analyt

10. Real-world Examples - Predictive Analytics

11. Use Case - Predictive Analytics and Data M

12. Use Case - Predictive Analytics and Data M

04. Predictive and Prescriptive Analytics - Decision-making, Problem-solving

01. Predictive Analytics Overview

02. Tools for Predictive Analytics

03. Demonstration - Predictive Analytics Technique

04. Prescriptive Analytics Overview

05. Tools for Prescriptive Analytics

06. Demonstration - Prescriptive Analytics for Dec

07. Ethical Considerations - Predictive and Prescr

08. Real-world Example - Predictive and Prescripti

09. Use Case - Predictive and Prescriptive Analyti

10. Use Case - Predictive and Prescriptive Analyti

5. Correlation and Regression Analysis - Identifying Relationships, Making Predictions

1. Correlation Analysis Overview

2. Tools for Correlation Analysis

3. Demonstration - Correlation Analysis

4. Regression Analysis Overview

5. Tools for Regression Analysis

6. Demonstration - Regression Analysis f

7. Ethical Considerations - Correlation

8. Real-world Examples - Correlation and

9. Use Case - Correlation and Regression

6. Regression and Classification Techniques - Predicting Outcomes , Modeling

1. Regression Analysis Recall

2. Demonstration - Regression Analysis for Predict

3. Demonstration - Regression Analysis for Predict

4. Classification Technique Overview

5. Tools for Classification Technique

6. Demonstration - Classification Technique for Mo

7. Ethical Considerations - Regression and Classif

8. Real-world Examples - Regression and Classifica

9. Use Case - Regression and Classification Techni

7. Time Series Analysis - Forecasting Time-dependent Data

1. Time Series Analysis Overview - Time-dependent Data, Time Series C

2. Time Series Analysis Overview - Time Series Models, Evaluation and

3. Tools for Time Series Analysis

4. Demonstration - Time Series Analysis for Forecasting Time-dependen

5. Demonstration - Time Series Analysis for Forecasting Time-dependen

6. Demonstration - Time Series Analysis for Forecasting Time-dependen

7. Ethical Considerations - Time Series Analysis

8. Real-world Examples - Time Series Analysis

9. Use Case - Time Series Analysis for Forecasting Time-dependent Dat

8. AI and Machine Learning - Automating Data Analysis and Decision-making

1. Artificial Intelligence and Machine Learning Over

2. Tools for Automating Decision-making Using AI and

3. Demonstration - Machine Learning Techniques for A

4. Ethical Considerations - Artificial Intelligence

5. Real-world Examples - Artificial Intelligence and

6. Use Case - Machine Learning for Automating Data A

7. Use Case - Machine Learning for Automating Data A

9. Text and Sentiment Analysis - Analyzing Unstructured Data

1. Text Analysis Overview

2. Tools for Text Analysis

3. Sentiment Analysis Overview

4. Tools for Sentiment Analysis

5. Demonstration - Text and Sentiment Analysis for Analyzing Unstr

6. Ethical Considerations - Text and Sentiment Analysis

7. Real-world Examples - Text and Sentiment Analysis

8. Use Case - Text and Sentiment Analysis for Analyzing Unstructur

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تولید کننده: PluralSight