Feature extraction from every layer of CNN

I am looking for a skilled freelancer who can help me with the feature extraction from every layer of a Convolutional Neural Network (CNN).

Purpose:
- The main purpose of this project is to understand the model's internal representations.

Features to extract:
- Specifically, I am interested in extracting the features extracted by every layer of CNN
- Code will be given (already optimized)
- Need a high end GPU for the task as the dataset is huge
-40 original data points increased to 320 by augmentation with the same parameter value
-Use tensorflow and keras

Format:
- I would like the extracted features to be visualized as images/any kind of visualizations

Skills and Experience:
- Strong knowledge and experience in working with CNNs and feature extraction.
- Proficiency in programming languages such as Python.
- Experience with visualization tools and libraries.
- Attention to detail and the ability to accurately extract and visualize features.

If you have the expertise and skills required for this project, please submit your proposal. Thank you.