Udemy – Android Machine Learning with TensorFlow lite in Java/Kotlin 2023-11

Apr 18, 2025 - 19:52

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Android Machine Learning with TensorFlow lite in Java/Kotlin course. This course teaches Android developers how to implement machine learning models with TensorFlow Lite in Android apps. Suitable for people with little knowledge of Android development who want to learn machine learning, this course starts with the basics of Python, data mining libraries like NumPy and Pandas, and the fundamentals of machine learning and deep learning. It then goes on to teach you how to build classification and regression models with TensorFlow and how to convert them to the TFLite format for use on Android. A variety of examples are covered, from recognizing handwritten digits to classifying cat and dog images. It also covers more advanced concepts like feedforward and feedforward propagation, activation functions, and data preprocessing techniques like normalization and one-hot encoding. Finally, it shows you how to integrate trained models into Android apps with Android Studio. This course requires no machine learning background and all resources are free.

What you will learn:

Training Machine Learning Models for Android Applications
Using Tensorflow Lite models inside Android apps using Java and Kotlin
Using Trained Machine Learning Models Inside Your Android App Using Android Studio
Train more than 10 Machine Learning models and build Android applications for those models
Training and implementing Classification and Regression models on Android
Generating Tensorflow Lite model from Keras model, Saved Model, Concrete Function
Training image recognition models and creating Android applications for those models
Building an Android app to classify cats and dogs
Rock, paper, scissors problem on Android
Flower recognition Android app
Android app for identifying gemstones
Fruit recognition Android app
Android app predicts a person’s fitness
The Man and Horse Problem on Android

Who is this course suitable for?

Beginner Android developers who are curious about using Machine Learning and Computer Vision on Android using Java or Kotlin.
Experienced Android professionals who want to add Machine Learning models to their Android applications.
Intermediate Android developers looking to upgrade their skills.
App developers who want to learn how to use Machine Learning in their Android apps.
Students interested in Machine Learning – You will get all the tips you need to add Machine Learning models to Android using Android Studio.
Professionals who want to use Machine Learning models in Android applications.
Machine Learning professionals who want to implement their models on Android using Android Studio and Tensorflow Lite.