https://github.com/nitin-sagar-b/dssential-the-ai-chief
DSSential is an advanced decision support system that leverages AI, time series forecasting, and scenario analysis to empower businesses with data-driven insights and optimization. Make smarter decisions with cutting-edge tools for forecasting, sensitivity analysis, and goal setting.
https://github.com/nitin-sagar-b/dssential-the-ai-chief
decision-support-system generative-ai llm-engineering predictive-analytics
Last synced: 7 months ago
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DSSential is an advanced decision support system that leverages AI, time series forecasting, and scenario analysis to empower businesses with data-driven insights and optimization. Make smarter decisions with cutting-edge tools for forecasting, sensitivity analysis, and goal setting.
- Host: GitHub
- URL: https://github.com/nitin-sagar-b/dssential-the-ai-chief
- Owner: Nitin-Sagar-B
- License: mit
- Created: 2025-01-20T19:22:29.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2025-01-20T19:59:53.000Z (9 months ago)
- Last Synced: 2025-01-30T03:17:43.165Z (9 months ago)
- Topics: decision-support-system, generative-ai, llm-engineering, predictive-analytics
- Language: Python
- Homepage: https://dssential.streamlit.app/
- Size: 28.3 KB
- Stars: 3
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# 🌟 **DSSential: The AI Chief** 🌟
## Overview
Welcome to **DSSential: The AI Chief** — your next-gen **Advanced Decision Support System** 🚀! This powerful tool integrates cutting-edge AI and statistical modeling techniques to help businesses make smarter, data-driven decisions. From **time series forecasting** to **sensitivity analysis** and **goal optimization**, we've got it all to empower your decision-making 🔮.
## Key Features
- 📊 **Data Upload & Overview**: Easily upload your datasets, and automatically perform quality checks and visualizations.
- 🔮 **Time Series Forecasting**: Make precise predictions with confidence intervals using the **Prophet** model. Anticipate future trends and risks!
- 🔍 **What-If Analysis**: Simulate different scenarios and assess the impact of changes on your outcomes with **Monte Carlo** simulations.
- ⚙️ **Sensitivity Analysis**: Understand how sensitive your model is to changes in input parameters and identify critical drivers of your results.
- 🧩 **Scenario Analysis**: Compare different business scenarios and evaluate risks and rewards through Monte Carlo simulations.
- 🎯 **Goal Setting Optimization**: Use **Optuna** to fine-tune your model parameters and achieve your business goals with precision.
## 🚀 Technology Stack
- **Python Libraries**:
- 🖥️ **Streamlit**: Build interactive web applications.
- 📊 **Pandas** & **NumPy**: Efficient data manipulation and numerical analysis.
- 📈 **Plotly**: Create interactive and beautiful plots and charts.
- 🔮 **Prophet**: Time series forecasting at its finest.
- 🧠 **Google Gemini API**: Get AI-generated insights from large language models (LLMs).
- ⚙️ **Optuna**: Optimize parameters and models.
- 🧮 **SALib**: Perform advanced sensitivity and scenario analysis.
- 🔬 **Scipy**: Statistical modeling and Monte Carlo simulations.
## ✨ How It Works
### 1. **Data Upload & Overview** 📥
- Upload your CSV files for automatic **data preprocessing**, **imputation**, and **scaling**.
- Explore the dataset with **visualizations** and **data quality checks** to ensure clean, insightful analysis.
### 2. **Time Series Forecasting** 🔮
- Select a target variable for forecasting and use **Prophet** to generate predictions.
- Visualize historical data and future forecasts, with confidence intervals and trend lines.
### 3. **What-If Analysis** 🤔
- Simulate "what-if" scenarios by tweaking key variables.
- **Monte Carlo simulations** help assess uncertainty and calculate the potential impact of different changes.
### 4. **Sensitivity Analysis** 🎯
- Evaluate how changes in input parameters affect your target variable.
- Use **Sobol sensitivity analysis** to identify which variables matter most.
### 5. **Scenario Analysis** 🧩
- Compare multiple scenarios with adjustable parameters.
- Perform simulations using **Monte Carlo** to evaluate risks and opportunities.
### 6. **Goal Setting Optimization** 🎯
- Optimize your model's parameters with **Optuna** to achieve your desired business outcomes.
- Use **multi-objective optimization** to explore the best solutions for your goals.
## 🤖 **AI Insights**
AI-generated insights powered by **Google Gemini** provide an extra layer of analysis! 💡
- Trend analysis 📈
- Risk assessment ⚠️
- Recommendations 💡
- Identifying significant changes 📊
## 🛠️ Installation
To run **DSSential** locally:
1. Clone the repo:
```bash
git clone https://github.com/your-username/dssential.git
cd dssential
```
2. Install the required dependencies:
```bash
pip install -r requirements.txt
```
3. Run the application:
```bash
streamlit run app.py
```
## 🌍 Example Usage
1. **Data Upload & Overview** 📥: Upload a CSV and get an instant data overview, including quality checks, visualizations, and insights.
2. **Forecasting** 🔮: Select a column to forecast. The system trains a **Prophet** model and displays the forecast along with confidence intervals and trends.
3. **What-If Analysis** 🤔: Modify variables and simulate scenarios to see how they affect business outcomes. Visualize the distribution of possible results with Monte Carlo simulations.
4. **Sensitivity & Scenario Analysis** 🎯: Perform Sobol sensitivity analysis to understand variable importance, and simulate various business scenarios to compare outcomes.
5. **Goal Setting Optimization** 🎯: Define your optimization goals and use **Optuna** to fine-tune parameters, achieving the best outcomes for your business.
## 🧑💻 Contributing
Want to contribute to **DSSential**? Awesome! 🤩 Here's how:
1. Fork the repo.
2. Create a new branch (`git checkout -b feature/your-feature-name`).
3. Commit your changes (`git commit -am 'Add new feature'`).
4. Push to the branch (`git push origin feature/your-feature-name`).
5. Open a Pull Request!
## 📜 License
This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
---
**DSSential** is your all-in-one decision-making companion 🌟! Whether you're forecasting trends, analyzing scenarios, optimizing goals, or generating AI insights, this tool equips you with the power to make informed, data-driven decisions that lead to success 🚀.
Start using **DSSential** today and unlock the full potential of your business with cutting-edge technology!