Generative AI for Data Scientists Analytics Specialization

سرفصل های دوره

Leap Ahead in Data Science Mastering Generative AI: Advanced Techniques for Data Scientists and Analytics Professionals

1. Generative AI for Data Science and Data Analytics

1. Why Learn Generative AI

2. Course Introduction

3. Course Syllabus and Preview.html

2. Generative AI in Data Science

1. Generative AI and Data Science

2. Generative AIs Impact Across Industries

3. Leveraging Generative AI in Data Science Lifecycle

4. Types of Generative AI Models

3. Generative AI for Data Preparation and Querying

1.1 Daily car sales.csv

1.2 model-report.html

1. Demo Generative AI for Data Generation and Augmentation

2. Generative AI for Data Preparation and Data Querying

3.1 titanic.csv

3. Demo Generative AI for Data Preparation

4.1 titanic.csv

4. Demo Generative AI for Querying Databases

4. Generative AI for Understanding Data and Model Building

1. Demo Generative AI for Data Insights

2.1 titanic.csv

2. Demo Generative AI for Data Visualization

3. Generative AI Tools for Model Development

4. Generative AI for Understanding Data and Model Development

5. AI Ethics

1. Considerations for Responsible Generative AI

2. Implementing Responsible AI in Diverse Industries

3. Limitations of Generative AI

4. Issues and Concerns About Generative AI

6. Introduction and Applications of Generative AI

1. Course Introduction

2. Introduction to Generative AI

3. History and Evolution of Generative AI Instructions.html

4. Capabilities of Generative AI

5. Applications of Generative AI

6. Tools for Text Generation

7. Tools for Image Generation

8. Tools for Audio and Video Generation

9. Tools for Code Generation

10. Session Summary.html

7. Generative AI Prompt Engineering for Data Scientists

1. Course Introduction

2. Course Overview and Instructions.html

3. What is Prompt

4. What is Prompt Engineering

5. Best Practices for Prompt Creation

6. Common Prompt Engineering Tools

7. Section Summary.html

8. Prompt Engineering Techniques and Approaches

1. Text-to-Text Prompt Techniques

2. Interview Pattern Approach

3. Chain of Thought Approach

4. Tree of Thought Approach

5. Text-to-Image Prompt Techniques

6. Prompt Hacks.html

7. Section Summary.html

9. Farewell and Congrats

1. Course Conclusion

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تولید کننده: Udemy