Making the code ready for public version.

[jvachier]

Describe your changes

Provide a clear and concise description of the changes made in this pull request. Include any relevant context or background information.

• What is the purpose of this pull request?
• What problem does it solve?
• What functionality does it add or improve?

Issue ticket number and link

Type of Change

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• Bug fix (non-breaking change that fixes an issue)
• New feature (non-breaking change that adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation update
• Refactoring (code improvements without changing functionality)

Checklist before requesting a review

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• I have performed a self-review of my code.
• I have added tests that prove my fix is effective or that my feature works.
• I have added or updated relevant documentation (if applicable).
• My changes do not introduce any new warnings or errors.
• I have checked for security vulnerabilities in the code.
• I have ensured backward compatibility (if applicable).

[Copilot]

Pull Request Overview

This PR prepares the repository for a public release by updating both the core model architecture and documentation.

• Updated the Transformer component to include additional Dense layers.
• Expanded documentation in both the app-specific README and project README to improve setup and usage instructions.

Reviewed Changes

Copilot reviewed 4 out of 4 changed files in this pull request and generated 2 comments.

File	Description
src/modules/transformer_components.py	Added duplicate Dense layers with "gelu" activation in two sections.
app/README.md	Added comprehensive instructions and details for the Dash web app.
README.md	Revised project overview, installation steps, and usage guidelines.

[Copilot]

Pull Request Overview

This PR updates documentation and refines the transformer component’s architecture in preparation for the public release. Key changes include:

• Adding additional Dense layers with "gelu" activation in src/modules/transformer_components.py.
• Expanding and clarifying the documentation in app/README.md.
• Refreshing the main README.md with updated dependency, license, and usage instructions.

Reviewed Changes

Copilot reviewed 5 out of 5 changed files in this pull request and generated 2 comments.

File	Description
src/modules/transformer_components.py	Introduces extra Dense layers in the sequential model definition, potentially affecting the transformer’s architecture.
app/README.md	Adds comprehensive documentation for the Dash web application and usage instructions.
README.md	Updates repository-level documentation including badges, installation steps, and license information.