https://github.com/gaurav-0211/soil-data

An AI-powered web system that monitors and analyzes microbial soil health using sensor data and machine learning. It provides real-time insights and smart recommendations to enhance soil quality and agricultural productivity.
https://github.com/gaurav-0211/soil-data

arduino django fastapi front-end-development http-server internet-of-things machine-learning pydantic sklearn sqlalchemy tensorflow

Last synced: 6 months ago
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An AI-powered web system that monitors and analyzes microbial soil health using sensor data and machine learning. It provides real-time insights and smart recommendations to enhance soil quality and agricultural productivity.

• Host: GitHub
• URL: https://github.com/gaurav-0211/soil-data
• Owner: Gaurav-0211
• Created: 2025-04-22T13:49:10.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2025-04-22T14:03:41.000Z (about 1 year ago)
• Last Synced: 2025-04-22T17:16:18.814Z (about 1 year ago)
• Topics: arduino, django, fastapi, front-end-development, http-server, internet-of-things, machine-learning, pydantic, sklearn, sqlalchemy, tensorflow
• Language: HTML
• Homepage: https://github.com/Gaurav-0211/Soil-Data/tree/main
• Size: 36 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# 🌱 AI-Driven Microbial Soil Health Detection and Enhancement System

An intelligent web-based platform that utilizes AI to monitor, analyze, and enhance microbial soil health. The system provides real-time soil condition insights, microbial activity analysis, and smart recommendations for soil improvement, with support for IoT sensor integration and interactive data visualization.

## 🚀 Features

- 🔍 **Soil Health Overview**  

  Visualize essential soil metrics such as pH, moisture, nutrients, and microbial levels.

- 🧬 **Microbial Activity Analysis**  

  Analyze the diversity and activity of microbial populations using AI models.

- 🧠 **AI-Driven Recommendations**  

  Get actionable suggestions to improve soil quality based on historical trends and real-time data.

- 📡 **IoT Sensor Integration**  

  Collect live data from soil sensors and update health metrics dynamically.

- 📊 **Data Comparison & Visualization**  

  Compare multiple soil samples over time using interactive charts.

- 🎛️ **Soil Enhancement Controls**  

  Interactive interface to simulate and control soil treatment actions.

---

## 🛠️ Tech Stack

| Technology | Usage |

|------------|--------|

| **Frontend** | HTML, CSS, JavaScript (with interactive animations) |

| **Backend**  | FastAPI and DJango |

| **AI/ML**    | TensorFlow / Scikit-learn (for prediction models) / Pydantic /  |

| **Database** | SQL Lite|

| **Visualization** | Chart.js / D3.js |

| **IoT Integration** | Arduino Uno |

---

## Screenshots

### Circuit Diagram

![Circuit](https://github.com/user-attachments/assets/12e5cddf-5cc8-4bb3-876a-ecc515579004)

### Home

![Home](https://github.com/user-attachments/assets/43e41bbf-a563-4e2b-8c0b-2fa482324caf)

### Solutions

![Solutions](https://github.com/user-attachments/assets/42322e65-a65a-4585-a150-ecd81f1f7e93)

### Soil Advanancements

![Soil Solution](https://github.com/user-attachments/assets/e93a3bb9-569e-42a7-8bdd-5cfc5c85d2e8)

### Real Time Processing

![Real Time](https://github.com/user-attachments/assets/94ecf1b3-1923-44d8-8c36-6684e4c1c779)

### Manual Test of Soil

![Manual testing](https://github.com/user-attachments/assets/d5cb90bb-ffb6-4a76-a706-74f9c6950dd7)

### Soil health Visualization

![Overview](https://github.com/user-attachments/assets/336a1d9c-7272-46c7-a109-518d20ab33d6)

### Soil Management

![Management](https://github.com/user-attachments/assets/c7001040-af0c-486d-809b-77a8b704da66)

### Contact Us

![Contact](https://github.com/user-attachments/assets/26ee77e1-288d-4fdb-97c6-56ccaa5b8ab1)

#### All rights are reserved to Gaurav Kumar 2025.