🚀 Modeling Phase - Image Classification Project

[Sammybams]

Description:

Welcome, contributors! It's time to dive into the modeling phase of our Image Classification Project. We're excited to see our AI model in action and make it capable of classifying different types of buildings from images.

Project Overview:

• Objective: To create a robust image classification model.
• Classes: Bungalow, Storey-building, High-rise (including skyscrapers).
• Dataset: Dataset Link
• Starter Notebook: Starter Notebook Link

Tasks for Modeling Phase:

1. Data Preprocessing: Ensure the dataset is cleaned, and images are appropriately formatted for training.

2. Model Selection: Choose a suitable image classification algorithm or neural network architecture (e.g., CNNs).

3. Training: Train the model on the provided dataset. Experiment with different hyperparameters to improve accuracy.

4. Evaluation: Assess the model's performance using appropriate evaluation metrics. Focus on accuracy, precision, recall, and F1-score.

5. Fine-tuning: Optimize the model for better results. Explore techniques like data augmentation and transfer learning.

6. Documentation: Create documentation within your working folder with detailed information on the chosen model, training process, and evaluation results.

Contribution Guidelines:

• Please fork this repository and create a new branch for your modelling work.
• (Optional) Reference this issue in your pull request (PR) to link it with the modelling phase.
• Provide clear and concise commit messages.
• Collaborate with fellow contributors and maintain an open line of communication.

Let's work together to build a powerful image classification model. Remember, every contribution matters.

If you have any questions or need assistance, feel free to ask in the comments. Happy modelling! 📸🤖

[SuryaCreatX]

Can you assign me this issue?

[Sammybams]

Can you assign me this issue?

Hello @SuryaCreatX, this issue is completely open for contribution so you can go ahead and work on it.

[Dantochi]

Hi 👋, I'd like to work on this issue

[Sammybams]

Hi 👋, I'd like to work on this issue

You can go ahead to @Dantochi. It's completely open for contributions.