Master Android AI App Development: From Zero to Expert

What you will learn:

Build and train machine learning models
Develop Android applications using Android Studio
Master Kotlin programming for Android development
Utilize the ML Kit library for AI integration in Android apps
Design effective user interfaces for Android applications
Implement image processing and analysis techniques
Integrate image upload and camera functionality
Understand and apply object detection principles
Work with Python for model training (brief introduction)
Learn practical AI concepts through hands-on projects

Description

Dive into the world of Android app development infused with artificial intelligence! This comprehensive course empowers you to create sophisticated, AI-powered Android applications, even with minimal prior programming or AI/ML experience. We'll guide you through building three real-world applications using Google's ML Kit, covering everything from model training to user interface design. Learn Kotlin, leverage ML Kit's capabilities for image classification, object detection, and more. Each section provides practical, hands-on exercises and accompanying code, ensuring you grasp core concepts and techniques. Start with eye-state classification, progress to image labeling, and finally master object detection within your own Android applications. You'll also get a taste of Python for model training before building your apps using Android Studio. This course provides a foundational understanding of AI principles within the context of practical app development, equipping you with valuable skills to build innovative, intelligent mobile experiences.

Curriculum

Introduction to AI & Android Development

This introductory section lays the groundwork for your journey into AI-powered Android app development. The "Introduction about machine learning" lecture provides a foundational overview of machine learning concepts, essential for understanding the AI aspects of your projects. The short "lecture test" allows you to check your comprehension of the key concepts presented.

Hands-on Machine Learning with ML Kit

This section delves into the practical application of machine learning. The "Build and train your model" lecture guides you through the process of constructing and training your machine learning model. A subsequent "lecture test" evaluates your understanding of the model building and training processes.

Building Your First AI App: Eye State Classification

Here, you will build your first AI-powered Android application. The "Building Eye state classification app" lecture provides a step-by-step walkthrough of the development process. A brief "lecture test" reinforces your understanding of the concepts and techniques involved in creating this app.

Building Your Second AI App: Image Labeling

This section focuses on building an image labeling application. The "Building image labeling application" lecture guides you through the process, followed by a "lecture test" to assess your understanding.

Building Your Third AI App: Object Detection

In this final section, you will construct a sophisticated object detection application. The section starts with an "Introduction about object detection" followed by a short quiz. You will then learn how to "upload images & take a photo using your camera" and finally build the "building object detection app." Additional lectures cover "Object detection & image labeling" giving you a comprehensive understanding. The section concludes with a final "lecture test" to reinforce the concepts covered.

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