Recognize

AI Facial Expression Recognition

Developed with the software and tools below.

recognize-commercial-github.mp4

📖 Table of Contents

📍 1. Overview

📦 2. Features

📂 3. Repository Structure

🧩 4. Modules

🚀 5. Getting Started

📝 5.1. Requirements

⚙️ 5.2. Previous Steps

🔧 6. Installation

📦 6.1 With Docker

📚 6.2 Without Docker

💻 6.2.1 Frontend Installation

🥅 6.2.2 Backend Installation

🔌 6.2.2.A With Poetry—easy installation

🎡 6.2.2.B With Pip—step-by-step installation

🧐 7. Verify

🧪 8. Tests

🛠 9. Project Roadmap

🤝 10. Contributing

📄 11. License

👏 12. Acknowledgments

📍 1. Overview

Discover facial expressions within profile pictures using Recognize. This advanced web application harnesses AI and the Django-React stacks to offer a powerful tool for photo analysis. Our software's front-end stack seamlessly integrates with the API implementation provided in the back-end, allowing you to choose the option that suits you best. Explore our demo at https://recognize.joseatolentino.com/ to experience its capabilities firsthand.

📦 2. Features

Features	Users	Admin	Website
Users' Registration	✔️	✔️	✔️
Users' Login/Logout	✔️	✔️	✔️
Reset Password	✔️	✔️	✔️
Add/Edit Users	❌	✔️	➖
Dashboard (Studio)	✔️	✔️	✔️
Upload Photos	✔️	✔️	✔️
Analyze Photos with AI	✔️	✔️	✔️
Store Photos	❌	❌	❌
Credit/Debit card payment	✔️	✔️	✔️
API key access	✔️	✔️	✔️
API Consumption tracking	✔️	✔️	✔️
Terms & Condition	➖	✔️	✔️
Privacy & Policy	➖	✔️	✔️
Newsletter Subscription	➖	✔️	✔️
FAQs	➖	✔️	✔️

📂 3. Repository Structure

└── AI-Facial-recognition/
    ├── README.md
    ├── backend
    │   ├── .editorconfig
    │   ├── .env.example
    │   ├── .flake8
    │   ├── .gitignore
    │   ├── .pre-commit-config.yaml
    │   ├── Dockerfile
    │   ├── Makefile
    │   ├── build
    │   │   └── static
    │   │       └── favicon.ico
    │   ├── core
    │   │   ├── __init__.py
    │   │   ├── admin.py
    │   │   ├── apps.py
    │   │   ├── delete.py
    │   │   ├── emotion_detection.py
    │   │   ├── management
    │   │   │   └── commands
    │   │   │       └── superuser.py
    │   │   ├── models.py
    │   │   ├── permissions.py
    │   │   ├── serializers.py
    │   │   ├── tests.py
    │   │   ├── urls.py
    │   │   └── views.py
    │   ├── custom_rmn
    │   │   └── __init__.py
    │   ├── home
    │   │   ├── __init__.py
    │   │   ├── settings
    │   │   │   ├── __init__.py
    │   │   │   ├── base.py
    │   │   │   ├── dev.py
    │   │   │   └── prod.py
    │   │   ├── urls.py
    │   │   └── wsgi
    │   │       ├── dev.py
    │   │       └── prod.py
    │   ├── manage.py
    │   ├── pyproject.toml
    │   ├── requirements.txt
    │   ├── static
    │   │   └── favicon.ico
    │   └── tests
    │       └── core
    │           ├── emotion_detection
    │           │   ├── test_detect_faces.py
    │           │   ├── test_generate_random_FileName.py
    │           │   └── test_read_image.py
    │           ├── image_detection
    │           │   ├── test_detect_faces.py
    │           │   └── test_read_image.py
    │           ├── models
    │           │   ├── test_File.py
    │           │   ├── test_Membership.py
    │           │   ├── test_Payment.py
    │           │   ├── test_TrackedRequest.py
    │           │   └── test_User.py
    │           ├── permissions
    │           │   └── test_IsMember.py
    │           ├── serializers
    │           │   ├── test_ChangeEmailSerializer.py
    │           │   ├── test_ChangePasswordSerializer.py
    │           │   ├── test_FileSerializer.py
    │           │   ├── test_SubscribeSerializer.py
    │           │   └── test_TokenSerializer.py
    │           └── views
    │               ├── test_APIKeyView.py
    │               ├── test_CancelSubscription.py
    │               ├── test_ChangeEmailView.py
    │               ├── test_ChangePasswordView.py
    │               ├── test_FileUploadView.py
    │               ├── test_ImageRecognitionView.py
    │               ├── test_SubscribeView.py
    │               ├── test_UserDetailsView.py
    │               └── test_UserEmailView.py
    └── frontend
        ├── .env.example
        ├── .gitignore
        ├── Dockerfile
        ├── cypress
        │   ├── features
        │   │   └── test_features
        │   ├── integration
        │   │   └── test_integration
        │   └── support
        │       └── test_support
        ├── cypress.config.js
        ├── package.json
        ├── public
        │   ├── favicon.ico
        │   ├── index.html
        │   └── manifest.json
        ├── src
        │   ├── App.js
        │   ├── __tests__
        │   │   ├── App.test.js
        │   │   └── containers
        │   │       ├── Account
        │   │       ├── Layout
        │   │       └── containers.test.js
        │   ├── assets
        │   │   ├── css
        │   │   │   ├── checkoutform.module.css
        │   │   │   └── landingpage.module.css
        │   │   ├── images
        │   │   │   ├── LogoInsta.js
        │   │   │   ├── api-usage.svg
        │   │   │   ├── apirecognize.svg
        │   │   │   ├── cat.jpg
        │   │   │   ├── face-logo.svg
        │   │   │   ├── face.png
        │   │   │   ├── google-logo.svg
        │   │   │   ├── imagePlaceHolder.png
        │   │   │   ├── insta-logo.svg
        │   │   │   ├── kubernetes.svg
        │   │   │   ├── login.svg
        │   │   │   ├── logo.svg
        │   │   │   ├── logoface-black.svg
        │   │   │   ├── logoface.svg
        │   │   │   ├── logorecognize-black.svg
        │   │   │   ├── logorecognize.svg
        │   │   │   ├── openai.svg
        │   │   │   ├── openai1.svg
        │   │   │   ├── pic1.png
        │   │   │   ├── pic2.png
        │   │   │   ├── pic3.png
        │   │   │   ├── pytorch.svg
        │   │   │   ├── result.svg
        │   │   │   ├── short_paragraph.png
        │   │   │   ├── tensorflow-text.svg
        │   │   │   ├── tensorflow.svg
        │   │   │   └── upload.svg
        │   │   └── videos
        │   │       └── video.mp4
        │   ├── constants.js
        │   ├── containers
        │   │   ├── Account
        │   │   │   ├── APIKey.js
        │   │   │   ├── APIUsage.js
        │   │   │   ├── Billing.js
        │   │   │   ├── ChangeEmail.js
        │   │   │   ├── ChangePassword.js
        │   │   │   ├── Chart.js
        │   │   │   ├── Checkout.js
        │   │   │   ├── CheckoutForm.js
        │   │   │   ├── Completion.js
        │   │   │   ├── Payment.js
        │   │   │   ├── Profile.js
        │   │   │   ├── Profile.jsx.jsx
        │   │   │   ├── Shell.js
        │   │   │   ├── Studio.js
        │   │   │   └── SubscribeForm.js
        │   │   ├── Contact.js
        │   │   ├── CustomLoginForm.js
        │   │   ├── CustomSignupForm.js
        │   │   ├── Demo.js
        │   │   ├── Eye.js
        │   │   ├── EyeSlash.js
        │   │   ├── Footer.js
        │   │   ├── InviteDemo.js
        │   │   ├── LandingPage.js
        │   │   ├── LandingPage.jsx.jsx
        │   │   ├── Layout
        │   │   │   ├── DesktopContainer.js
        │   │   │   └── MobileContainer.js
        │   │   ├── Layout.js
        │   │   ├── Login.js
        │   │   ├── Pricing.js
        │   │   ├── Signup.js
        │   │   └── Steps.js
        │   ├── hoc
        │   │   └── hoc.js
        │   ├── index.js
        │   ├── registerServiceWorker.js
        │   ├── routes.js
        │   ├── store
        │   │   ├── actions
        │   │   │   ├── actionTypes.js
        │   │   │   └── auth.js
        │   │   ├── reducers
        │   │   │   └── auth.js
        │   │   └── utility.js
        │   └── utils.js
        └── tailwind.config.js

🧩 4. Modules

backend

File	Summary
Dockerfile	HTTP error 401 for prompt `backend/Dockerfile`
.editorconfig	HTTP error 401 for prompt `backend/.editorconfig`
Makefile	HTTP error 401 for prompt `backend/Makefile`
.env.example	HTTP error 401 for prompt `backend/.env.example`
pyproject.toml	HTTP error 401 for prompt `backend/pyproject.toml`
manage.py	HTTP error 401 for prompt `backend/manage.py`
requirements.txt	HTTP error 401 for prompt `backend/requirements.txt`

backend.home

File	Summary
urls.py	HTTP error 401 for prompt `backend/home/urls.py`

backend.home.wsgi

File	Summary
dev.py	HTTP error 401 for prompt `backend/home/wsgi/dev.py`
prod.py	HTTP error 401 for prompt `backend/home/wsgi/prod.py`

backend.home.settings

File	Summary
base.py	HTTP error 401 for prompt `backend/home/settings/base.py`
dev.py	HTTP error 401 for prompt `backend/home/settings/dev.py`
prod.py	HTTP error 401 for prompt `backend/home/settings/prod.py`

backend.core

File	Summary
serializers.py	HTTP error 401 for prompt `backend/core/serializers.py`
permissions.py	HTTP error 401 for prompt `backend/core/permissions.py`
admin.py	HTTP error 401 for prompt `backend/core/admin.py`
apps.py	HTTP error 401 for prompt `backend/core/apps.py`
tests.py	HTTP error 401 for prompt `backend/core/tests.py`
views.py	HTTP error 401 for prompt `backend/core/views.py`
delete.py	HTTP error 401 for prompt `backend/core/delete.py`
urls.py	HTTP error 401 for prompt `backend/core/urls.py`
models.py	HTTP error 401 for prompt `backend/core/models.py`
emotion_detection.py	HTTP error 401 for prompt `backend/core/emotion_detection.py`

backend.core.management.commands

File	Summary
superuser.py	HTTP error 401 for prompt `backend/core/management/commands/superuser.py`

frontend

File	Summary
Dockerfile	HTTP error 401 for prompt `frontend/Dockerfile`
package.json	HTTP error 401 for prompt `frontend/package.json`
.env.example	HTTP error 401 for prompt `frontend/.env.example`
tailwind.config.js	HTTP error 401 for prompt `frontend/tailwind.config.js`
cypress.config.js	HTTP error 401 for prompt `frontend/cypress.config.js`

frontend.cypress.integration

File	Summary
test_integration	HTTP error 401 for prompt `frontend/cypress/integration/test_integration`

frontend.cypress.support

File	Summary
test_support	HTTP error 401 for prompt `frontend/cypress/support/test_support`

frontend.cypress.features

File	Summary
test_features	HTTP error 401 for prompt `frontend/cypress/features/test_features`

frontend.public

File	Summary
index.html	HTTP error 401 for prompt `frontend/public/index.html`
manifest.json	HTTP error 401 for prompt `frontend/public/manifest.json`

frontend.src

File	Summary
constants.js	HTTP error 401 for prompt `frontend/src/constants.js`
utils.js	HTTP error 401 for prompt `frontend/src/utils.js`
registerServiceWorker.js	HTTP error 401 for prompt `frontend/src/registerServiceWorker.js`
App.js	HTTP error 401 for prompt `frontend/src/App.js`
routes.js	HTTP error 401 for prompt `frontend/src/routes.js`
index.js	HTTP error 401 for prompt `frontend/src/index.js`

frontend.src.hoc

File	Summary
hoc.js	HTTP error 401 for prompt `frontend/src/hoc/hoc.js`

frontend.src.store

File	Summary
utility.js	HTTP error 401 for prompt `frontend/src/store/utility.js`

frontend.src.store.reducers

File	Summary
auth.js	HTTP error 401 for prompt `frontend/src/store/reducers/auth.js`

frontend.src.store.actions

File	Summary
auth.js	HTTP error 401 for prompt `frontend/src/store/actions/auth.js`
actionTypes.js	HTTP error 401 for prompt `frontend/src/store/actions/actionTypes.js`

frontend.src.__tests__

File	Summary
App.test.js	HTTP error 401 for prompt `frontend/src/__tests__/App.test.js`

frontend.src.__tests__.containers

File	Summary
containers.test.js	HTTP error 401 for prompt `frontend/src/__tests__/containers/containers.test.js`

frontend.src.__tests__.containers.Account

File	Summary
Account.test.js	HTTP error 401 for prompt `frontend/src/__tests__/containers/Account/Account.test.js`

frontend.src.__tests__.containers.Layout

File	Summary
Layout.test.js	HTTP error 401 for prompt `frontend/src/__tests__/containers/Layout/Layout.test.js`

frontend.src.containers

File	Summary
Signup.js	HTTP error 401 for prompt `frontend/src/containers/Signup.js`
Login.js	HTTP error 401 for prompt `frontend/src/containers/Login.js`
Contact.js	HTTP error 401 for prompt `frontend/src/containers/Contact.js`
CustomLoginForm.js	HTTP error 401 for prompt `frontend/src/containers/CustomLoginForm.js`
Steps.js	HTTP error 401 for prompt `frontend/src/containers/Steps.js`
InviteDemo.js	HTTP error 401 for prompt `frontend/src/containers/InviteDemo.js`
EyeSlash.js	HTTP error 401 for prompt `frontend/src/containers/EyeSlash.js`
Footer.js	HTTP error 401 for prompt `frontend/src/containers/Footer.js`
Demo.js	HTTP error 401 for prompt `frontend/src/containers/Demo.js`
CustomSignupForm.js	HTTP error 401 for prompt `frontend/src/containers/CustomSignupForm.js`
Eye.js	HTTP error 401 for prompt `frontend/src/containers/Eye.js`
Layout.js	HTTP error 401 for prompt `frontend/src/containers/Layout.js`
LandingPage.jsx.jsx	HTTP error 401 for prompt `frontend/src/containers/LandingPage.jsx.jsx`
LandingPage.js	HTTP error 401 for prompt `frontend/src/containers/LandingPage.js`
Pricing.js	HTTP error 401 for prompt `frontend/src/containers/Pricing.js`

frontend.src.containers.Account

File	Summary
Profile.js	HTTP error 401 for prompt `frontend/src/containers/Account/Profile.js`
APIUsage.js	HTTP error 401 for prompt `frontend/src/containers/Account/APIUsage.js`
ChangePassword.js	HTTP error 401 for prompt `frontend/src/containers/Account/ChangePassword.js`
Chart.js	HTTP error 401 for prompt `frontend/src/containers/Account/Chart.js`
Shell.js	HTTP error 401 for prompt `frontend/src/containers/Account/Shell.js`
Profile.jsx.jsx	HTTP error 401 for prompt `frontend/src/containers/Account/Profile.jsx.jsx`
Completion.js	HTTP error 401 for prompt `frontend/src/containers/Account/Completion.js`
ChangeEmail.js	HTTP error 401 for prompt `frontend/src/containers/Account/ChangeEmail.js`
Payment.js	HTTP error 401 for prompt `frontend/src/containers/Account/Payment.js`
SubscribeForm.js	HTTP error 401 for prompt `frontend/src/containers/Account/SubscribeForm.js`
APIKey.js	HTTP error 401 for prompt `frontend/src/containers/Account/APIKey.js`
CheckoutForm.js	HTTP error 401 for prompt `frontend/src/containers/Account/CheckoutForm.js`
Billing.js	HTTP error 401 for prompt `frontend/src/containers/Account/Billing.js`
Studio.js	HTTP error 401 for prompt `frontend/src/containers/Account/Studio.js`
Checkout.js	HTTP error 401 for prompt `frontend/src/containers/Account/Checkout.js`

frontend.src.containers.Layout

File	Summary
DesktopContainer.js	HTTP error 401 for prompt `frontend/src/containers/Layout/DesktopContainer.js`
MobileContainer.js	HTTP error 401 for prompt `frontend/src/containers/Layout/MobileContainer.js`

🚀 5. Getting Started

📝 5.1. Requirements

Please make sure you have the following dependencies installed on your system:

Compulsory

- ℹ️ NodeJS >= 10.18.0

- ℹ️ NPM >= 6.13.4

- ℹ️ Python = 3.8.0

- ℹ️ Pip >= 19.2.3

Optional

- ℹ️ Poetry >= 1.8.2

⚙️ 5.2 Previous Steps

Setting you up!

Before installing the application—either online or locally—it is necessary that you configure your Stripe & Cloudinary accounts, as well as your PostgreSQL database; the later, only if you are planning to deploy the software on the internet.

Get your Stripe API keys here

Configure your Cludinary account, learn here

Set your PostgreSQL DB locally or online1/online2/online3

After you have made those configurations, prepare these environment variables that will be required. See an example below.

In ./frontend/.env

# REACT CONFIG: DEVELOPMENT or PRODUCTION
REACT_APP_ENVIRONMENT=DEVELOPMENT
REACT_APP_DEBUG=true

# BASE URL OF THE HOST FOR DEV. & PROD. (the backend host)
REACT_APP_DEV_URL=http://127.0.0.1:8000
REACT_APP_PROD_URL=https://www.example.com

# CLOUDINARY CONFIG
REACT_APP_CLOUDINARY_API_KEY=00000034034
REACT_APP_CLOUDINARY_API_SECRET=yoursecreteapikey
REACT_APP_CLOUDINARY_CLOUD_NAME=yourcloudname

# STRIPE CONFIG
REACT_APP_STRIPE_PUBLISH_KEY_DEV=pk_test_TYooMQauvdEDq54NiTphI7jx
REACT_APP_STRIPE_PUBLISH_KEY_PROD=pk_test_TYooMQauvdEDq54NiTphI7jx

And in ./backend/.env

# DJANGO SETUP, ENVIROMENT 2 options: DEVELOPMENT OR PRODUCTION
# set preferably debug to false in production 
ENVIRONMENT=DEVELOPMENT
DEBUG=True
SECRET_KEY=yourscetedjangobackendkey

# CLOUDINARY SETUP
API_KEY=00000034034
API_SECRET=yoursecreteapikey
CLOUD_NAME=yourcloudname

# POSTGRESQL DATABASE SETUP
DB_ENGINE=django.db.backends.postgresql_psycopg2
DB_NAME=dbname
DB_USER=dbusername
DB_PASSWORD=dbpassword
DB_HOST=dbhost
DB_PORT=5432

# FOR STRIPE PAYMENT IN TEST (DEVELOPMENT) MODE
# these are the default keys provided by Stripe
STRIPE_TEST_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
STRIPE_TEST_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc

# FOR STRIPE PAYMENT IN LIVE (PRODUCTION) MODE
# Change this to your keys
STRIPE_LIVE_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
STRIPE_LIVE_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc

Note that in production, your will require a non-local PostgreSQL setup, and on development you can go for the default Django database Sqlite3, which doesn't require any DB previous configuration.

🔧 6. Installation

If you want to test the software asap, go for 6.1 and if you want to install everything manually, begin at 6.2 onwards.

📦 6.1 With Docker

Pull the Frontend Image

docker pull joseaidocker/recognize:recognizefront

Pull the Backend Image

docker pull joseaidocker/recognize:recognizeback

Create two environment files back.env and front.env, containing the following variables (change them at your convenience):

For the back.env file:

ENVIRONMENT=DEVELOPMENT
DEBUG=True
SECRET_KEY=yourscetedjangobackendkey
API_KEY=00000034034
API_SECRET=yoursecreteapikey
CLOUD_NAME=yourcloudname
DB_ENGINE=django.db.backends.postgresql_psycopg2
DB_NAME=dbname
DB_USER=dbusername
DB_PASSWORD=dbpassword
DB_HOST=dbhost
DB_PORT=5432
STRIPE_TEST_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
STRIPE_TEST_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc
STRIPE_LIVE_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
STRIPE_LIVE_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc

For the front.env file:

REACT_APP_ENVIRONMENT=DEVELOPMENT
REACT_APP_DEBUG=true
REACT_APP_DEV_URL=http://127.0.0.1:8000
REACT_APP_PROD_URL=https://www.example.com
REACT_APP_CLOUDINARY_API_KEY=00000034034
REACT_APP_CLOUDINARY_API_SECRET=yoursecreteapikey
REACT_APP_CLOUDINARY_CLOUD_NAME=yourcloudname
REACT_APP_STRIPE_PUBLISH_KEY_DEV=pk_test_TYooMQauvdEDq54NiTphI7jx
REACT_APP_STRIPE_PUBLISH_KEY_PROD=pk_test_TYooMQauvdEDq54NiTphI7jx

Finally, run the docker images with:

docker run  -p 3000:3000 --name recognizeFRONT --env-file front.env recognizefront
docker run  -p 8000:8080 --name recognizeBACK --env-file back.env recognizeback

Note that on development, the parameter port of REACT_APP_DEV_URL (8000, according to the example) should match the output port of the command in docker run -p 8000:8080 --name recognizeBACK --env-file back.env recognizeback, so that frontend can communicate with the backend locally :)

📚 6.2 Without Docker

💻 6.2.1 Frontend Installation

Clone the repository and move to the root folder:

git clone https://github.com/jatolentino/AI-Facial-recognition
cd AI-Facial-recognition

Navigate to the ./frontend folder and run:
```
npm install
```
Run the frontend with:
```
npm start
```

To start the frontend site, you should have previously configured ./frontend/.env, at least with the development environment parameters.

🥅 6.2.2 Backend Installation

Change to the project directory, and choose either the Poetry (2.2.2.A) or Pip (2.2.2.B) installation:

cd ./backend

🔌 6.2.2.A With Poetry—easy installation

make full

The above command will create a virtual environment, install all the django & python packages needed, create a superuser called admin and a user called user, both with password: password, and run the application in localhost:8000. For more information read the ./backend/Makefile file.

🎡 6.2.2.B With Pip—step-by-step installation

Create a virtual environment
```
python -m venv env
```

Switch to the virtual env in Windows

source env/Scripts/activate

Or in Linux/Mac

source env/bin/activate

Install the requirements
```
pip install -r requirements.txt 
```

Make the migrations

python manage.py makemigrations 
python migrate --run-syncdb

Modify the rmn package for face recognition

cp custom_rmn/__init__.py env/Lib/site-packages/rmn/

Collect the static files
```
python manage.py collectstatic
```
Create a superuser & user
```
python manage.py superuser --username admin --password password --noinput --email 'admin@example.com'
```
This will create and admin & user, both with the same name respectively and with a password: password. For more information, check this file: ./backend/core/management/commands/superuser.py.
Run the application
```
python manage.py runserver
```

🧐 7. Verify

For the Frontend

Visit the following urls:
- http://localhost:3000/: Note that the /admin path is a honeypot
For the Backend

Visit the following urls:
- http://localhost:8000/secretadmin/: Note that the /admin path is a honeypot
- http://localhost:8000/rest-auth/registration/: To login
- http://localhost:8000/api-auth/login/?next=/api/demo/: To register an account
- http://localhost:8000/api/demo/: To test the API

🧪 8. Tests

To execute tests, run:

npm test

🛠 9. Project Roadmap

🤝 10. Contributing

Contributions are welcome! Here are several ways you can contribute:

Submit Pull Requests: Review open PRs, and submit your own PRs.
Join the Discussions: Share your insights, provide feedback, or ask questions.
Report Issues: Submit bugs found or log feature requests for Ai-facial-recognition.

Contributing Guidelines

Fork the Repository: Start by forking the project repository to your GitHub account.
Clone Locally: Clone the forked repository to your local machine using a Git client.
```
git clone https://github.com/jatolentino/AI-Facial-recognition
```
Create a New Branch: Always work on a new branch, giving it a descriptive name.
```
git checkout -b new-feature-x
```
Make Your Changes: Develop and test your changes locally.
Commit Your Changes: Commit with a clear message describing your updates.
```
git commit -m 'Implemented new feature x.'
```
Push to GitHub: Push the changes to your forked repository.
```
git push origin new-feature-x
```
Submit a Pull Request: Create a PR against the original project repository. Clearly describe the changes and their motivations.

Once your PR is reviewed and approved, it will be merged into the main branch.

📄 11. License

This project is protected under the SELECT-A-LICENSE License. For more details, refer to the LICENSE file.

👏 12. Acknowledgments

[1] L. Pham, T. H. Vu and T. A. Tran, "Facial Expression Recognition Using Residual Masking Network," 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 2021, pp. 4513-4519, doi: 10.1109/ICPR48806.2021.9411919. Repo here

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Recognize

AI Facial Expression Recognition

📖 Table of Contents

📍 1. Overview

📦 2. Features

📂 3. Repository Structure

🧩 4. Modules

🚀 5. Getting Started

📝 5.1. Requirements

⚙️ 5.2 Previous Steps

🔧 6. Installation

📦 6.1 With Docker

📚 6.2 Without Docker

💻 6.2.1 Frontend Installation

🥅 6.2.2 Backend Installation

🔌 6.2.2.A With Poetry—easy installation

🎡 6.2.2.B With Pip—step-by-step installation

🧐 7. Verify

🧪 8. Tests

🛠 9. Project Roadmap

🤝 10. Contributing

📄 11. License

👏 12. Acknowledgments

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Name		Name	Last commit message	Last commit date
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backend		backend
frontend		frontend
src		src
LICENSE		LICENSE
README.md		README.md
logo.svg		logo.svg

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jatolentino/AI-Facial-recognition

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Repository files navigation

Recognize

AI Facial Expression Recognition

📖 Table of Contents

📍 1. Overview

📦 2. Features

📂 3. Repository Structure

🧩 4. Modules

🚀 5. Getting Started

📝 5.1. Requirements

⚙️ 5.2 Previous Steps

🔧 6. Installation

📦 6.1 With Docker

📚 6.2 Without Docker

💻 6.2.1 Frontend Installation

🥅 6.2.2 Backend Installation

🔌 6.2.2.A With Poetry—easy installation

🎡 6.2.2.B With Pip—step-by-step installation

🧐 7. Verify

🧪 8. Tests

🛠 9. Project Roadmap

🤝 10. Contributing

📄 11. License

👏 12. Acknowledgments

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