🐣 Chicken Gender Detection with AI

A machine learning project designed to determine the gender of chicks before hatching using synthetic image and sound data.

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📌 Overview

This project focuses on predicting the gender of chicks before hatching using AI. It uses:

• 🧬 Simulated ultrasound images
• 🎤 Audio signals of chick embryo movement
• 🧠 Convolutional Neural Networks (CNN) & Spectrogram analysis

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💡 Motivation

In poultry farming, early detection of gender helps optimize resource allocation. This project aims to automate this process and reduce costs and inefficiencies.

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🔧 Tech Stack

Category	Technologies
🐍 Language	Python
🧠 Frameworks	PyTorch, Librosa, OpenCV
📊 Data Format	Simulated Ultrasound + Audio WAV
📦 Tools	Pandas, NumPy, Matplotlib
🧪 Notebook	Jupyter

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🧪 Workflow

graph TD;
  Data[📁 Synthetic Ultrasound + Audio]
  Data --> Preprocess[🧹 Preprocessing]
  Preprocess --> CNN[🧠 CNN Model + Spectrogram Classifier]
  CNN --> Output[📈 Chick Gender Prediction]

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