mani-a-i/LLM-Driven-Data-Insights

Natural Language to Pandas

3

stars

24

commits

Jupyter Notebook

primary language

Mar 17, 2024

updated

README

LLM-Driven Data Insights:Advanced Prompt Engineering in a ChatBot using DeepSeek and MagicCoder LLMs.

This chatbot converts Natural Language inputs from users to Pandas code and also executes the outputted code on the dataset uploaded by the user. It is a user-friendly Conversational chatbot utilizing prompt engineering and few-shot prompting techniques.

Users upload CSV files and interact in Natural Language with the bot to perform tasks like Exploratory Data Analysis, plotting, etc. The user queries in Natural Language and the bot dynamically generates and executes precise Pandas code based on user queries, providing instant results in text, dataframes, and interactive visualizations.

It is helpful for individuals with limited programming knowledge to independently analyze data.

For trial, Execute app.py

Contributors

mani-a-i

24 commits

mani-a-i/LLM-Driven-Data-Insights

Natural Language to Pandas

3

stars

24

commits

Jupyter Notebook

primary language

Mar 17, 2024

updated

README

LLM-Driven Data Insights:Advanced Prompt Engineering in a ChatBot using DeepSeek and MagicCoder LLMs.

This chatbot converts Natural Language inputs from users to Pandas code and also executes the outputted code on the dataset uploaded by the user. It is a user-friendly Conversational chatbot utilizing prompt engineering and few-shot prompting techniques.

Users upload CSV files and interact in Natural Language with the bot to perform tasks like Exploratory Data Analysis, plotting, etc. The user queries in Natural Language and the bot dynamically generates and executes precise Pandas code based on user queries, providing instant results in text, dataframes, and interactive visualizations.

It is helpful for individuals with limited programming knowledge to independently analyze data.

For trial, Execute app.py

Contributors

mani-a-i

24 commits

Languages

Jupyter Notebook

83.4%

Python

16.6%