Analytica A - AI-powered data analysis and visualization tool.
Автор: Ayush kumar sahu
Загружено: 2025-11-01
Просмотров: 24
Описание:
🚀 Introducing Analytica-AI — An Intelligent Data Analytics Assistant
In today’s data-driven world, many professionals face a common challenge — extracting meaningful insights from data without advanced coding skills.
To solve this, I built Analytica-AI, an AI-powered data assistant that enables users to analyze datasets, generate insights, and create visualizations using simple natural language queries.
💡 What Analytica-AI Does:
Understands plain English queries and translates them into optimized Python (pandas) code
Generates interactive Plotly visualizations instantly
Provides data summaries, statistics, and insights without manual scripting
Integrates LLMs for query understanding and safe code execution for accuracy
🧠 Tech Stack:
LangChain + Groq API (Mistral-SABA-24B) for LLM integration
Plotly Express for visualization
Streamlit for the front-end interface
Custom PythonREPLTool for controlled Python code execution
🎯 Goal:
To simplify data analytics for both technical and non-technical users by combining AI reasoning with data visualization automation.
📽️ Attached: A short demo video and interface snapshots showcasing how Analytica-AI turns plain English into powerful analytics.
#AI #DataAnalytics #LangChain #MachineLearning #LLM #Streamlit #Python #DataScience #Visualization #ProjectShowcase
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