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Computer vision project in Python (Jupyter Notebook).

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Image Classification Project 📷🤖

This repository contains an Image Classification project implemented using Python and Jupyter Notebook.
The notebook demonstrates data preprocessing, model building, training, evaluation, and visualization — common steps used in computer vision workflows.


📘 File Included

  • Image-Classification-Project.ipynb
    This notebook includes:
    • Data loading & preprocessing
    • Image transformations
    • Model creation (CNN or other architecture used)
    • Training & validation
    • Evaluation metrics
    • Prediction visualizations

🛠️ Requirements

Install the following Python libraries (modify based on your imports):

numpy  
pandas  
matplotlib  
opencv-python  
tensorflow  
PyTorch
 

▶️ How to Run

1️⃣ Clone the repository

git clone https://github.com/Sailaja-ASB/Image-Classification-Project.git
cd Image-Classification-Project

2️⃣ Install dependencies

pip install -r requirements.txt

3️⃣ Open the Jupyter Notebook

jupyter notebook "Image-Classification-Project.ipynb"

📊 Features of This Project

  • Image preprocessing
  • Image augmentation
  • Deep learning pipeline
  • CNN model training
  • Accuracy & loss graphs
  • Test predictions visualization

🚀 Future Enhancements

  • Add real-time prediction using webcam
  • Deploy model using Streamlit / FastAPI
  • Improve accuracy with data augmentation
  • Convert to ONNX or TFLite model

👩‍💻 Author

Sailaja Morrennagari

🌐 Connect With Me

🔗 GitHub: https://github.com/Sailaja-ASB
🔗 LinkedIn: https://www.linkedin.com/in/sailajamorrennagari
🔗 LeetCode: https://leetcode.com/u/Its_Sailaja/

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