Automated Analysis
Automated Analysis is a Python tool that uses GPT-4o-Mini to turn CSV data into insights, visuals, and a story—all in one script.
Services
Intelligent use of LLMs for insight generation and code suggestion.
Services
Intelligent use of LLMs for insight generation and code suggestion.
Services
Intelligent use of LLMs for insight generation and code suggestion.
Tools
Python, dotenv, openai, pandas
Tools
Python, dotenv, openai, pandas
Tools
Python, dotenv, openai, pandas
Value
Data Analysis, Visualization, Automated
Value
Data Analysis, Visualization, Automated
Value
Data Analysis, Visualization, Automated
Timeline
2 weeks
Timeline
2 weeks
Timeline
2 weeks
Automated Analysis is a Python-based automation tool that leverages LLM (GPT-4o-Mini) to analyze any structured dataset (CSV format), generate insights, create data visualizations, and narrate a cohesive story—all from a single script. The script performs generic analysis like summary statistics, correlation matrices, and anomaly detection. It then interacts with an LLM to extract deeper insights and generate human-like summaries. The results are compiled into a README.md file with supporting PNG charts for easy interpretation.
Automated Analysis is a Python-based automation tool that leverages LLM (GPT-4o-Mini) to analyze any structured dataset (CSV format), generate insights, create data visualizations, and narrate a cohesive story—all from a single script. The script performs generic analysis like summary statistics, correlation matrices, and anomaly detection. It then interacts with an LLM to extract deeper insights and generate human-like summaries. The results are compiled into a README.md file with supporting PNG charts for easy interpretation.
Automated Analysis is a Python-based automation tool that leverages LLM (GPT-4o-Mini) to analyze any structured dataset (CSV format), generate insights, create data visualizations, and narrate a cohesive story—all from a single script. The script performs generic analysis like summary statistics, correlation matrices, and anomaly detection. It then interacts with an LLM to extract deeper insights and generate human-like summaries. The results are compiled into a README.md file with supporting PNG charts for easy interpretation.
Through Automated Analysis, I demonstrated how generative AI can automate end-to-end data analysis workflows—from raw data to a narrated insight report. Completing this challenge refined my skills in data science, LLM integration, and data visualization, and earned me excellent grades. It's a strong example of combining AI with analytical thinking to deliver real value from data.
Through Automated Analysis, I demonstrated how generative AI can automate end-to-end data analysis workflows—from raw data to a narrated insight report. Completing this challenge refined my skills in data science, LLM integration, and data visualization, and earned me excellent grades. It's a strong example of combining AI with analytical thinking to deliver real value from data.
Through Automated Analysis, I demonstrated how generative AI can automate end-to-end data analysis workflows—from raw data to a narrated insight report. Completing this challenge refined my skills in data science, LLM integration, and data visualization, and earned me excellent grades. It's a strong example of combining AI with analytical thinking to deliver real value from data.
Projects
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Let’s Stay Connected
Got questions or want to collaborate? Feel free to reach out—I'm open to new projects or just a casual chat!
Reach out anytime
Let’s Stay Connected
Got questions or want to collaborate? Feel free to reach out—I'm open to new projects or just a casual chat!
Reach out anytime
Let’s Stay Connected
Got questions or want to collaborate? Feel free to reach out—I'm open to new projects or just a casual chat!