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• Repository
• Machine Learning
• Mobile Development
• Cloud Computing
• Contact
• Special Thanks

ID	NAME	PATH	University	CONTACT
M7269J2321	Bugi Sulistiyo	Machine Learning	Universitas Mulawarman
M2272J2364	Zahrizhal Ali	Machine Learning	Universitas Muslim Indonesia
M2208K1922	Wardatun Sayyidah	Machine Learning	Universitas Hasanuddin
A2152G1665	Robby Ramadhan Anshory	Mobile Development	Sekolah Tinggi Teknologi Bandung
A7314F2733	Budi Setiawan	Mobile Development	Universitas Singaperbangsa Karawang
C7312F2682	Fina Enno Rizki Oktavia	Cloud Computing	Universitas Sebelas Maret

We have a repository

You can see all the machine learning code in this repository

The CatPedigree - Cat App uses Machine Learning to classify and predict Cat Breeds. The model were build using TensorFlow Convolutional Neural Network.

End Goal: Take a photo of a cat and gain their respective breed and information about them also to predict their crossbirth (currently supports only color pedigree prediction).

• images/ (soon) - folder with sample of cat images
• cp_preprocessing_data.py - Python script that collects the photos from the post-cleaned dataset and split them into train/test directories automatically respective to their train/test split proportion.
• requirements.txt - A text file with the dependency requirements for this project.

The dataset were gathered from 2 resources publicly available on the internet.

• Kaggle Dataset. URL: https://www.kaggle.com/datasets/ma7555/cat-breeds-dataset
• Robots. URL:

1. Kaggle Dataset. by ___ Description

2. Robots. URL: Description

On progress

As of: 24 May 2022 (Since this documentation is written) Note: might likely to change.

Gathering the dataset. We also clean the dataset for each breeds to remove unrelated or corrupted images to avoid overfit/underfit or even worst model performance. We need to store images at large scale, using Google Storage and Google Drive to store the dataset and accessible to the CatPedigree ML Team.

Perform Feature Engineering to remove unwanted noise from images. Perform Image Augmentation to avoid overfit and slightly improve the model from only 20% to 80% of accuracy.

Build simple model architecture using Tensorflow Sequential, apply some of the Transfer Learning Model from TensorflowHub like MobileNet, ResNet, and InceptionV3 and perform Fine Tuning to retrain the model to the spesific cases of cats classification.

Model already converted to TFLite and can be used by the Mobile Devs Team.

Hyperpareter Tuning to gain optimized model. If have to, we need to reduce the variance of the images.

Repeat the process untill we can get the desired performance

The models are available in Keras Saved model form and also Already converted into TensorFlow Lite Model that can be embedded into mobile app. Download the labels under labels.txt and also the desired model. Since the model is still optimized, used the latest model version. model_latestrelease.tflite . Currently the latest model has the highest performance with over >80% of accuracy (and still will be improved).

The datasets were handmade by The Machine Learning Engineer Team collected by CatBreeds Calculator that spesifically predicting the color of the breeds crossbirth. URL: https://catbreedersensei.com/cat-genetics-calculator/ . The datasets collected under the .csv format and using the team model architecture with TensorFlow and converted into separate tflite model from the classification model.

Model for predicting the pedigree but currently supporting only color predictio Supported Color for Male ['base_color_male']:

• black : 0
• gray : 1
• orange : 2
• silver : 3

Supported Color for Female ['base_color_female']:

• black: 0
• gray: 1
• orange: 2
• silver : 3
• black tortie: 4
• gray tortie: 5

Output:

• black
• gray
• orange
• silver
• black tortie
• gray tortie

Another feature ['with_white']: 1 - Has White Color 0 - Has now White color

parameters: features ==> float labels ==> string

Example of usage: Predicting the following cats matching male color:
black , has white color

female color: gray, has white color

then the model parameter will be [black, 1, gray, 1] --> with their respective numerical representation model prediction: Black Tortie

Cat Pedigree is an application built using Kotlin programming language, you can see all the mobile development code in this repository and to see the application usage guide you can see the following link

You can see all the user interface and user experience at the following link

• You can clone the Cat Pedigree App repository or download the zip file from the app repository by:

git clone https://github.com/cat-pedigree/app.git

• Open In Android studio
• Please wait gradle project synchronization
• End

• Open the android studio
• Click menu file -> new -> project from version control
• Enter the cat pedigree app repository link https://github.com/cat-pedigree/app.git
• Please wait gradle project synchronization
• End

how to get Google Maps API key? Don't worry, Android Studio will provide a link that you can directly use to create a project in Google Console and get an API Key for Google Maps.

• First, sign in to the Google Cloud Console and go to the Credentials tab.
• Check and click AGREE AND CONTINUE to agree to the Terms of Service.
• Then go to the side menu and select API & Services → Credentials.
• Create a new project by clicking CREATE PROJECT and changing the project name to your liking. Click CREATE to continue.
• Next, activate the Google Maps feature by selecting Enabled APIs & Services on the side menu and clicking the + ENABLED APIS AND SERVICES button.
• Various features will appear that you can use in the Google Cloud Console. Select Maps SDK for Android and click Enable.
• Then select the Credentials menu on the side menu and click the CREATE CREDENTIALS → API key button to create a new credential.
• At this point, you have got a key that usually starts with the word “AIza…”. Actually you can already use this API key, but this key is still not secure because any project can use it. To be more secure, click the Edit API key link.
• Select the Android apps checkbox under Application restrictions and add new data by clicking ADD AN ITEM. Then fill in the package name of your application and SHA-1 of the device used. Notes: Each device has a different SHA certificate. To get SHA-1, you can run the command gradlew signingreport on Terminal
• When finished, click SAVE and copy the key with the prefix "AIza ..." that has been obtained to the meta-data in the following AndroidManifest.

  <manifest xmlns:android="http://schemas.android.com/apk/res/android"
    package="com.catpedigree.capstone.catpedigreebase">
    <application
      ...
        <meta-data
            android:name="com.google.android.geo.API_KEY"
            android:value="YOUR_API_KEY" />
    </application>
    ...
</manifest>

• Kotlin
• Tensorflow Lite
• Retrofit
• Room
• Room Paging
• Camerax
• Datastore
• Gson
• Glide
• Navigation Dynamic
• Viewmodel
• Live Data
• Navigation UI
• Constraint Layout
• Circle Image

• Android 9.0 (Pie) API 28
• Internet Connection
• Camera
• GPS

• Download the APK
• Install the APK
• Create a new account
• Login
• And then run all the features in the application

Cat API is an API built using PHP programming language using laravel framework, you can see all the cat api code in this repository

• You can clone the Api Cat repository or download the zip file from the app repository by:

git clone https://github.com/cat-pedigree/api-cat.git

• Open In Visual Studio Code
• Make sure you copy all of the project files including the hidden ones(.env).
• Prepare your destination computer as in http://laravel.com/docs/
• Check you have all the necessary PHP extensions available in php.ini as in above link requirements. Also, watch your PHP version!
• Install composer https://getcomposer.org/doc/00-intro.md
• Run composer install.
• Run php artisan key:generate from the command line.
• Run php artisan cache:clear from command line
• Run php artisan migrate:fresh --seed
• Enjoy

You can view the documentation here or via the following link

• URL
  • /register
• Method
  • POST
• Request Body
  • name As String
  • username As String, must be unique
  • email AS String, must be unique
  • password AS String, must be at least 8 characters
• Response

{
    "code": 200,
    "status": "success",
    "message": "User Registered",
    "data": {
        "token_type": "Bearer",
        "user": {
            "id": 1,
            "name": "Example",
            "username": "example",
            "email": "example@test.com",
            "bio": null,
            "profile_photo_path": null,
        }
    }
}

• URL
  • /login
• Method
  • POST
• Request Body
  • email AS String,
  • password AS String, must be at least 8 characters
• Response

{
    "code": 200,
    "status": "success",
    "message": "Authenticated",
    "data": {
        "token": "2|I90qc0BYVOyiGckrLtInFVzDZ7UXKto5uo6HHXSM",
        "token_type": "Bearer",
        "user": {
            "id": 1,
            "name": "Example",
            "username": "example",
            "email": "example@test.com",
            "bio": null,
            "profile_photo_path": null,
            "posts_count": 0,
            "cats_count": 0,
            "followers_count": 0,
        }
    }
}

• URL
  • /logout
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Response

{
    "code": 200,
    "status": "success",
    "message": "Token Revoked",
    "data": true
}

• URL
  • /user
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Parameters
  • id AS Integer, optional
  • nama AS String, optional
• Response

{
    "code": 200,
    "status": "success",
    "message": "User data successfully retrieved",
    "data": [
        {
            "id": 1,
            "name": "Example",
            "username": "example",
            "email": "example@test.com",
            "bio": null,
            "profile_photo_path": null,
            "following": 0,
            "posts_count": 0,
            "cats_count": 0,
            "followers_count": 0,
            "posts": [],
            "cats": []
        }
    ]
}

• URL
  • /user
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • name AS String
  • username AS String, must be Unique
  • bio AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Profile Updated",
    "data": {
        "id": 1,
        "name": "Example",
        "username": "dejong",
        "email": "indra@gmail.com",
        "bio": "example",
        "profile_photo_path": null,
        "following": 0,
    }
}

• URL
  • /change
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
  • Content-Type : multipart/form-data
• Request Body
  • profile_photo_path AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Profile Updated",
    "data": {
        "id": 1,
        "name": "Example",
        "username": "example",
        "email": "example@test.com",
        "bio": "example",
        "profile_photo_path": null,
    }
}

• URL
  • /user/email
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • email AS String, must be unique
• Response

{
    "code": 200,
    "status": "success",
    "message": "Email Updated",
    "data": {
        "id": 1,
        "name": "Example",
        "username": "example",
        "email": "example@test.com",
        "bio": "example",
        "profile_photo_path": null,
    }
}

• URL
  • /user/password
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • password AS String, must be at least 8 characters
• Response

{
    "code": 200,
    "status": "success",
    "message": "Password Updated",
    "data": {
        "id": 1,
        "name": "Example",
        "username": "example",
        "email": "example@test.com",
        "bio": "example",
        "profile_photo_path": null,
    }
}

• URL
  • /user/delete
• Method
  • DELETE
• Header
  • Authorization : Bearer <Token>
• Parameters
  • id AS Integer
• Response

{
    "code": 200,
    "status": "success",
    "message": "User deleted successfully",
    "data": 1
}

• URL
  • /veterinary
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Response

{
    "code": 200,
    "status": "success",
    "message": "Veterinary data successfully retrieved",
    "data": [
        {
            "id": 50,
            "name": "Alana Vet",
            "city": "Jakarta",
            "country": "Indonesia",
            "lat": -6.282974808,
            "lon": 106.9024418,
            "created_at": null,
            "updated_at": null
        }
    ]
}

• URL
  • /cat/all
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Parameters
  • id AS Integer, optional
  • name AS String, optional
  • breed AS String, optional
  • gender AS String, optional
  • color AS String, optional
  • age AS Integer, optional
• Response

{
    "code": 200,
    "status": "success",
    "message": "cat data successfully retrieved",
    "data": [
        {
            "id": 1,
            "user_id": 2,
            "name": "Example",
            "breed": "Example",
            "gender": "Example",
            "color": "Example",
            "eye_color": "Example",
            "hair_color": "Example",
            "ear_shape": "Example",
            "weight": 5.6,
            "age": 12,
            "photo": "cats/photo-siska-1655023811.jpg",
            "lat": null,
            "lon": null,
            "isWhite": 1,
            "story": "Hello my friends",
            "user": {
                "id": 2,
                "name": "Example",
                "username": "example",
                "email": "example@test.com",
                "bio": null,
                "profile_photo_path": null,
            }
        }
    ]
}

• URL
  • /cat/search
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Parameters
  • breed AS String, optional
  • gender AS String, optional
  • color AS String, optional
  • isWhite AS Integer, optional, 1|0
• Response

{
    "code": 200,
    "status": "success",
    "message": "cat data successfully retrieved",
    "data": [
        {
            "id": 1,
            "user_id": 2,
            "name": "Example",
            "breed": "Example",
            "gender": "Example",
            "color": "Example",
            "eye_color": "Example",
            "hair_color": "Example",
            "ear_shape": "Example",
            "weight": 5.6,
            "age": 12,
            "photo": "cats/photo-siska-1655023811.jpg",
            "lat": null,
            "lon": null,
            "isWhite": 1,
            "story": "Hello my friends",
            "user": {
                "id": 2,
                "name": "Example",
                "username": "example",
                "email": "example@test.com",
                "bio": null,
                "profile_photo_path": null,
            }
        }
    ]
}

• URL
  • /cat/create
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • name AS String
  • breed AS String
  • gender AS String
  • color AS String
  • eye_color AS String
  • hair_color AS String
  • ear_shape AS String
  • weight AS Double
  • age AS Int
  • photo AS String
  • isWhite AS Int must be 1 | `0|
  • story AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "user_id": 2,
        "name": "Example",
        "breed": "Example",
        "gender": "example",
        "color": "example",
        "eye_color": "Example",
        "hair_color": "Example",
        "ear_shape": "Example",
        "weight": "5.6",
        "age": "12",
        "photo": "cats/photo-example-1655023811.jpg",
        "lat": null,
        "lon": null,
        "isWhite": "1",
        "story": "Hello my friends",
        "id": 1
    }
}

• URL
  • /cat/update
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • name AS String
  • breed AS String
  • gender AS String
  • color AS String
  • eye_color AS String
  • hair_color AS String
  • ear_shape AS String
  • weight AS Double
  • age AS Int
  • photo AS String
  • isWhite AS Int must be 1 | `0|
  • story AS String
• Parameters
  • id AS Integer must be required
• Response

{
    "code": 200,
    "status": "success",
    "message": "cat updated",
    "data": {
        "id": 1,
        "user_id": 2,
        "name": "Example",
        "breed": "Example",
        "gender": "example",
        "color": "example",
        "eye_color": "Example",
        "hair_color": "Example",
        "ear_shape": "Example",
        "weight": "5.6",
        "age": "12",
        "photo": "cats/photo-example-1655025295.jpg",
        "lat": null,
        "lon": null,
        "isWhite": 1,
        "story": "Hello my friends",
    }
}

• URL
  • /cat/delete
• Method
  • DELETE
• Header
  • Authorization : Bearer <Token>
• Parameters
  • id AS Integer must be required
• Response

{
    "code": 200,
    "status": "success",
    "message": "data deleted successfully",
    "data": 1
}

• URL
  • /post/all
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • user_id AS Integer
  • id AS Integer
• Response

{
    "code": 200,
    "status": "success",
    "message": "Post data successfully retrieved",
    "data": [
        {
            "id": 1,
            "user_id": 2,
            "photo": "posts/photo-example-1655026284.jpg",
            "title": "Examples",
            "description": "Example",
            "loves_count": 0,
            "comments_count": 0,
            "user": {
                "id": 2,
                "name": "Example",
                "username": "Example",
                "email": "example@test.com",
                "bio": null,
                "profile_photo_path": null,
            },
            "loves": [],
            "comments": []
        }
    ]
}

• URL
  • /post/create
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • title AS String
  • description AS String
  • photo AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "user_id": 2,
        "photo": "posts/photo-example-1655026284.jpg",
        "title": "Example",
        "description": "Example",
        "id": 1
    }
}

• URL
  • /post/delete
• Method
  • DELETE
• Header
  • Authorization : Bearer <Token>
• Parameters
  • id AS Integer
• Response

{
    "code": 200,
    "status": "success",
    "message": "data deleted successfully",
    "data": 1
}

• URL
  • /post/update
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • title AS String
  • description AS String
  • photo AS String
• Parameters
  • photo AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "user_id": 2,
        "photo": "posts/photo-example-1655026284.jpg",
        "title": "Example",
        "description": "Example",
        "id": 1
    }
}

• URL
  • /love/all
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Response

{
    "code": 200,
    "status": "success",
    "message": "Love data successfully retrieved",
    "data": [
        {
            "id": 2,
            "post_id": 2,
            "user_id": 2,
            "post": {
                "id": 2,
                "user_id": 2,
                "photo": "posts/photo-example-1655032155.jpg",
                "title": "Example",
                "description": "Example",
            },
            "user": {
                "id": 2,
                "name": "Example",
                "username": "Example",
                "email": "example@test.com",
                "bio": null,
                "profile_photo_path": null,
            }
        }
    ]
}

• URL
  • /love/create
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • post_id AS Integer
  • user_id AS Integer
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "post_id": "2",
        "user_id": 2,
        "id": 2
    }
}

• URL
  • /love/delete
• Method
  • DELETE
• Header
  • Authorization : Bearer <Token>
• Parameters
  • post_id AS Integer Must be required
  • user_id AS Integer Must be required
• Response

{
    "code": 200,
    "status": "success",
    "message": "data deleted successfully",
    "data": {}
}

• URL
  • /comment/create
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • post_id AS Integer
  • description AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "post_id": "2",
        "user_id": 2,
        "description": "Example",
        "updated_at": "2022-06-12T11:17:08.000000Z",
        "created_at": "2022-06-12T11:17:08.000000Z",
        "id": 1
    }
}

• URL
  • /comment/all
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Request Body
  • post_id AS Integer
  • user_id AS String
• Response

{
    "code": 200,
    "status": "success",
    "message": "Comment data successfully retrieved",
    "data": [
        {
            "id": 2,
            "post_id": 2,
            "user_id": 2,
            "description": "Hello",
            "post": {
                "id": 2,
                "user_id": 2,
                "photo": "posts/photo-example-1655032155.jpg",
                "title": "Example",
                "description": "Example",
            },
            "user": {
                "id": 2,
                "name": "Siska",
                "username": "Siska",
                "email": "siska@gmail.com",
                "bio": null,
                "profile_photo_path": null,
            }
        }
    ]
}

• URL
  • /follow/create
• Method
  • POST
• Header
  • Authorization : Bearer <Token>
• Request Body
  • user_id AS Integer
  • follower_id AS Integer
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data added successfully",
    "data": {
        "user_id": "2",
        "follower_id": "3",
        "id": 2
    }
}

• URL
  • /follow/delete
• Method
  • DELETE
• Header
  • Authorization : Bearer <Token>
• Parameters
  • user_id AS Integer Must be required
  • follower_id AS Integer Must be required
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data deleted successfully",
    "data": 1
}

• URL
  • /follow/all
• Method
  • GET
• Header
  • Authorization : Bearer <Token>
• Parameters
  • user_id AS Integer Must be optional
  • follower_id AS Integer Must be optional
• Response

{
    "code": 200,
    "status": "success",
    "message": "Data successfully retrieved",
    "data": [
        {
            "id": 3,
            "user_id": 2,
            "follower_id": 3,
            "user": {
                "id": 2,
                "name": "Example",
                "username": "Example",
                "email": "example@test.com",
                "bio": null,
                "profile_photo_path": null,
            }
        }
    ]
}