From Basics to Advanced: Data Analysis Using ChatGPT

Overview

Unlock the potential of Generative AI to transform how you approach data analysis and decision-making. This course equips you with the skills to use tools like ChatGPT and other AI platforms to simplify complex data tasks, generate insights, and create impactful visualizations.

Designed for learners of all levels, this course offers practical techniques to integrate AI into your workflows effectively.

Syllabus

• Introduction to AI and Generative AI
Overview of AI and its applications
Introduction to Generative AI and ChatGPT
Understanding the role of AI in data analysis
• Getting Started with ChatGPT
Setting up and accessing ChatGPT
Basic functionalities and features
Integrating ChatGPT with existing workflows
• Data Collection and Preparation
Identifying and collecting relevant data
Data cleaning and preprocessing techniques
Using ChatGPT to automate data preparation tasks
• Basic Data Analysis Techniques
Descriptive statistics and data summarization
Leveraging ChatGPT for exploratory data analysis
Generating simple visualizations with AI tools
• Advanced Data Analysis with ChatGPT
Predictive analytics and model generation
Interpretation of complex datasets using AI
Anomaly detection and pattern recognition
• Generating Insights and Reports
Using AI to formulate data-driven insights
Automating report generation with ChatGPT
Best practices for presenting data findings
• Creating Impactful Visualizations
Advanced visualization techniques
Integrating AI tools with visualization platforms
Crafting compelling data stories with AI
• Case Studies and Real-World Applications
Exploration of successful AI data analysis projects
Lessons learned and best practices from industry examples
• Ethical Considerations and Future Trends
Addressing ethical challenges in AI-driven analysis
Understanding the future of AI in data analytics
• Practical Assignments and Capstone Project
Hands-on projects for each module
Capstone project utilizing ChatGPT for a comprehensive data analysis task

Taught by

Gopaluni Sai Karthik

Subjects

Data Science