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Integration of ML/DL into android.
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/build |
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plugins { | ||
id 'com.android.application' | ||
id 'org.jetbrains.kotlin.android' | ||
} | ||
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android { | ||
compileSdk 32 | ||
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defaultConfig { | ||
applicationId "com.example.flowerclassification" | ||
minSdk 21 | ||
targetSdk 32 | ||
versionCode 1 | ||
versionName "1.0" | ||
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testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner" | ||
} | ||
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buildTypes { | ||
release { | ||
minifyEnabled false | ||
proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro' | ||
} | ||
} | ||
compileOptions { | ||
sourceCompatibility JavaVersion.VERSION_1_8 | ||
targetCompatibility JavaVersion.VERSION_1_8 | ||
} | ||
kotlinOptions { | ||
jvmTarget = '1.8' | ||
} | ||
buildFeatures { | ||
mlModelBinding true | ||
} | ||
} | ||
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dependencies { | ||
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implementation 'androidx.core:core-ktx:1.7.0' | ||
implementation 'androidx.appcompat:appcompat:1.3.0' | ||
implementation 'com.google.android.material:material:1.4.0' | ||
implementation 'androidx.constraintlayout:constraintlayout:2.0.4' | ||
implementation 'org.tensorflow:tensorflow-lite-support:0.1.0' | ||
implementation 'org.tensorflow:tensorflow-lite-metadata:0.1.0' | ||
testImplementation 'junit:junit:4.13.2' | ||
androidTestImplementation 'androidx.test.ext:junit:1.1.3' | ||
androidTestImplementation 'androidx.test.espresso:espresso-core:3.4.0' | ||
implementation 'org.tensorflow:tensorflow-lite-support:0.1.0-rc1' | ||
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} |
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*.iml | ||
.gradle | ||
/local.properties | ||
/.idea/caches | ||
/.idea/libraries | ||
/.idea/modules.xml | ||
/.idea/workspace.xml | ||
/.idea/navEditor.xml | ||
/.idea/assetWizardSettings.xml | ||
.DS_Store | ||
/build | ||
/captures | ||
.externalNativeBuild | ||
.cxx | ||
local.properties |
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# Flower Classification Android App | ||
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This app predicts the type of flower based on the values of Sepal length,Sepal width,Petal length and Petal width input by the user. It uses the popular Iris dataset for training a machine learning model for predicting the type of flower(Iris-setosa,Iris-Versicolor,Iris-Virginica). For integrating it in android we need a .tflite model, So we convert our ml model into tflite which is then used for deploying the model on Android.Then we create an android app using Android Studio and deploy the model in it. | ||
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// Top-level build file where you can add configuration options common to all sub-projects/modules. | ||
plugins { | ||
id 'com.android.application' version '7.2.1' apply false | ||
id 'com.android.library' version '7.2.1' apply false | ||
id 'org.jetbrains.kotlin.android' version '1.6.10' apply false | ||
} | ||
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task clean(type: Delete) { | ||
delete rootProject.buildDir | ||
} |
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# Project-wide Gradle settings. | ||
# IDE (e.g. Android Studio) users: | ||
# Gradle settings configured through the IDE *will override* | ||
# any settings specified in this file. | ||
# For more details on how to configure your build environment visit | ||
# http://www.gradle.org/docs/current/userguide/build_environment.html | ||
# Specifies the JVM arguments used for the daemon process. | ||
# The setting is particularly useful for tweaking memory settings. | ||
org.gradle.jvmargs=-Xmx2048m -Dfile.encoding=UTF-8 | ||
# When configured, Gradle will run in incubating parallel mode. | ||
# This option should only be used with decoupled projects. More details, visit | ||
# http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects | ||
# org.gradle.parallel=true | ||
# AndroidX package structure to make it clearer which packages are bundled with the | ||
# Android operating system, and which are packaged with your app"s APK | ||
# https://developer.android.com/topic/libraries/support-library/androidx-rn | ||
android.useAndroidX=true | ||
# Kotlin code style for this project: "official" or "obsolete": | ||
kotlin.code.style=official | ||
# Enables namespacing of each library's R class so that its R class includes only the | ||
# resources declared in the library itself and none from the library's dependencies, | ||
# thereby reducing the size of the R class for that library | ||
android.nonTransitiveRClass=true |