Mia  Marquardt

Mia Marquardt


How to Use TensorFlow Lite To Extract Text From Images on Android

In this tutorial, we'll learn show you how to use TensorFlow Lite to extract text from images on Android devices. We will walk you through the key steps of the Optical Character Recognition (OCR) Android app that we recently open sourced here, which you can refer to for the complete code. You can see how the app extracts the product names from three Google product logos

#tensorflow #python #android 

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How to Use TensorFlow Lite To Extract Text From Images on Android
Autumn  Blick

Autumn Blick


Top Android Projects with Source Code

Android Projects with Source Code – Your entry pass into the world of Android

Hello Everyone, welcome to this article, which is going to be really important to all those who’re in dilemma for their projects and the project submissions. This article is also going to help you if you’re an enthusiast looking forward to explore and enhance your Android skills. The reason is that we’re here to provide you the best ideas of Android Project with source code that you can choose as per your choice.

These project ideas are simple suggestions to help you deal with the difficulty of choosing the correct projects. In this article, we’ll see the project ideas from beginners level and later we’ll move on to intermediate to advance.

top android projects with source code

Android Projects with Source Code

Before working on real-time projects, it is recommended to create a sample hello world project in android studio and get a flavor of project creation as well as execution: Create your first android project

Android Projects for beginners

1. Calculator

build a simple calculator app in android studio source code

Android Project: A calculator will be an easy application if you have just learned Android and coding for Java. This Application will simply take the input values and the operation to be performed from the users. After taking the input it’ll return the results to them on the screen. This is a really easy application and doesn’t need use of any particular package.

To make a calculator you’d need Android IDE, Kotlin/Java for coding, and for layout of your application, you’d need XML or JSON. For this, coding would be the same as that in any language, but in the form of an application. Not to forget creating a calculator initially will increase your logical thinking.

Once the user installs the calculator, they’re ready to use it even without the internet. They’ll enter the values, and the application will show them the value after performing the given operations on the entered operands.

Source Code: Simple Calculator Project

2. A Reminder App

Android Project: This is a good project for beginners. A Reminder App can help you set reminders for different events that you have throughout the day. It’ll help you stay updated with all your tasks for the day. It can be useful for all those who are not so good at organizing their plans and forget easily. This would be a simple application just whose task would be just to remind you of something at a particular time.

To make a Reminder App you need to code in Kotlin/Java and design the layout using XML or JSON. For the functionality of the app, you’d need to make use of AlarmManager Class and Notifications in Android.

In this, the user would be able to set reminders and time in the application. Users can schedule reminders that would remind them to drink water again and again throughout the day. Or to remind them of their medications.

3. Quiz Application

Android Project: Another beginner’s level project Idea can be a Quiz Application in android. Here you can provide the users with Quiz on various general knowledge topics. These practices will ensure that you’re able to set the layouts properly and slowly increase your pace of learning the Android application development. In this you’ll learn to use various Layout components at the same time understanding them better.

To make a quiz application you’ll need to code in Java and set layouts using xml or java whichever you prefer. You can also use JSON for the layouts whichever preferable.

In the app, questions would be asked and answers would be shown as multiple choices. The user selects the answer and gets shown on the screen if the answers are correct. In the end the final marks would be shown to the users.

4. Simple Tic-Tac-Toe

android project tic tac toe game app

Android Project: Tic-Tac-Toe is a nice game, I guess most of you all are well aware of it. This will be a game for two players. In this android game, users would be putting X and O in the given 9 parts of a box one by one. The first player to arrange X or O in an adjacent line of three wins.

To build this game, you’d need Java and XML for Android Studio. And simply apply the logic on that. This game will have a set of three matches. So, it’ll also have a scoreboard. This scoreboard will show the final result at the end of one complete set.

Upon entering the game they’ll enter their names. And that’s when the game begins. They’ll touch one of the empty boxes present there and get their turn one by one. At the end of the game, there would be a winner declared.

Source Code: Tic Tac Toe Game Project

5. Stopwatch

Android Project: A stopwatch is another simple android project idea that will work the same as a normal handheld timepiece that measures the time elapsed between its activation and deactivation. This application will have three buttons that are: start, stop, and hold.

This application would need to use Java and XML. For this application, we need to set the timer properly as it is initially set to milliseconds, and that should be converted to minutes and then hours properly. The users can use this application and all they’d need to do is, start the stopwatch and then stop it when they are done. They can also pause the timer and continue it again when they like.

6. To Do App

Android Project: This is another very simple project idea for you as a beginner. This application as the name suggests will be a To-Do list holding app. It’ll store the users schedules and their upcoming meetings or events. In this application, users will be enabled to write their important notes as well. To make it safe, provide a login page before the user can access it.

So, this app will have a login page, sign-up page, logout system, and the area to write their tasks, events, or important notes. You can build it in android studio using Java and XML at ease. Using XML you can build the user interface as user-friendly as you can. And to store the users’ data, you can use SQLite enabling the users to even delete the data permanently.

Now for users, they will sign up and get access to the write section. Here the users can note down the things and store them permanently. Users can also alter the data or delete them. Finally, they can logout and also, login again and again whenever they like.

7. Roman to decimal converter

Android Project: This app is aimed at the conversion of Roman numbers to their significant decimal number. It’ll help to check the meaning of the roman numbers. Moreover, it will be easy to develop and will help you get your hands on coding and Android.

You need to use Android Studio, Java for coding and XML for interface. The application will take input from the users and convert them to decimal. Once it converts the Roman no. into decimal, it will show the results on the screen.

The users are supposed to just enter the Roman Number and they’ll get the decimal values on the screen. This can be a good android project for final year students.

8. Virtual Dice Roller

Android Project: Well, coming to this part that is Virtual Dice or a random no. generator. It is another simple but interesting app for computer science students. The only task that it would need to do would be to generate a number randomly. This can help people who’re often confused between two or more things.

Using a simple random number generator you can actually create something as good as this. All you’d need to do is get you hands-on OnClick listeners. And a good layout would be cherry on the cake.

The user’s task would be to set the range of the numbers and then click on the roll button. And the app will show them a randomly generated number. Isn’t it interesting ? Try soon!

9. A Scientific Calculator App

Android Project: This application is very important for you as a beginner as it will let you use your logical thinking and improve your programming skills. This is a scientific calculator that will help the users to do various calculations at ease.

To make this application you’d need to use Android Studio. Here you’d need to use arithmetic logics for the calculations. The user would need to give input to the application that will be in terms of numbers. After that, the user will give the operator as an input. Then the Application will calculate and generate the result on the user screen.

10. SMS App

Android Project: An SMS app is another easy but effective idea. It will let you send the SMS to various no. just in the same way as you use the default messaging application in your phone. This project will help you with better understanding of SMSManager in Android.

For this application, you would need to implement Java class SMSManager in Android. For the Layout you can use XML or JSON. Implementing SMSManager into the app is an easy task, so you would love this.

The user would be provided with the facility to text to whichever number they wish also, they’d be able to choose the numbers from the contact list. Another thing would be the Textbox, where they’ll enter their message. Once the message is entered they can happily click on the send button.

#android tutorials #android application final year project #android mini projects #android project for beginners #android project ideas #android project ideas for beginners #android projects #android projects for students #android projects with source code #android topics list #intermediate android projects #real-time android projects

Uriah  Dietrich

Uriah Dietrich


Custom Image Classification on Android using TensorFlow Lite

Ever wanted to build your own Android app for image classification right from scratch? If your answer is yes, I’d recommend you to read this article.
Today we’ll learn how to build an Android app for classifying images on custom data right from scratch. To be more specific, we’ll dive deeper into building our own image classification model and deploy it on Android using TensorFlow Lite.
So, what are we waiting for? Let’s go.
Things we need to pack in our bags before we begin?

#google #tensorflow-lite #android #teachable-machine #image-classification

Mia  Marquardt

Mia Marquardt


Custom Text Classification on Android using TensorFlow Lite

A lot of social media platforms have been using AI these days to classify vulgar and offensive posts and automatically take them down. I thought why not try doing something similar; and so, I’ve come up with this end-to-end tutorial that will help you build your own corpus for training a text classification model, and later export and deploy it on an Android app for you to use. All this, absolutely on a custom dataset of your choice.

So, are you excited to build your own text classifier app? If yes, let’s begin the show.

Now, before we begin, let me tell you that we’ll be doing all the model’s hyperparameter configuration and training on Google Colab. To build the Android app, we’ll need to have Android Studio. If you haven’t installed it yet, find it here.

#nlp #machine-learning #android #tensorflow-lite #text-classification

Chaz  Homenick

Chaz Homenick


Audio Classification in an Android App with TensorFlow Lite

Deploying machine learning-based Android apps is gaining prominence and momentum with frameworks like TensorFlow Lite, and there are quite a few articles that describe how to develop mobile apps for computer vision tasks like text classification and image classification.

But there’s very much less that exists about working with audio-based ML tasks in mobile apps, and this blog is meant to address that gap — specifically, I’ll describe the steps and code required to perform audio classification in Android apps.

Image for post
Tensorflow Lite Model on Android to make audio classification

Intended Audience and Pre-requisites:

This article covers different technologies required to develop ML apps in mobile and deals with audio processing techniques. As such, the following are the pre-requisite to get the complete understanding of the article:

→ Familiarity with deep learning, Keras, and convolutional neural networks

→ Experience with Python and Jupyter Notebooks

→ Basic understanding of audio processing and vocal classification concepts

→ Basics of Android app development with Kotlin

Note: If you’re new to audio processing concepts and would like to understand what MFCC [‘Mel Frequency Cepstral Coefficient’] is — pls refer this other blog of mine, where I have explained some of these concepts in detail.

I’ve provided detailed info with regard to various steps and processing involved, and have commented on the code extensively in GitHub for easier understanding. Still, if you have any queries, please feel free to post them as comments.

A Major Challenge

One major challenge with regard to development of audio-based ML apps in Android is the lack of libraries in Java that perform audio processing.

I was surprised to find that there are no libraries available in Java for Android that help with the calculation of MFCC and other features required for audio classification. Most of my time with regard to this article has been spent towards developing a Java components that generates MFCC values just like Librosa does — which is very critical to a model’s ability to make predictions.

What We’ll Build

At the end of the tutorial, you’ll have developed an Android app that helps you classify audio files present in your mobile sdcard directory into any one of the noise type of the Urbancode Challenge dataset. Your app should more or less look like below:

#tensorflow #heartbeat #tensorflow-lite #audio-classification #android #android app

Mia  Marquardt

Mia Marquardt


How to Use TensorFlow Lite To Extract Text From Images on Android

In this tutorial, we'll learn show you how to use TensorFlow Lite to extract text from images on Android devices. We will walk you through the key steps of the Optical Character Recognition (OCR) Android app that we recently open sourced here, which you can refer to for the complete code. You can see how the app extracts the product names from three Google product logos

#tensorflow #python #android