Published 8/2024
Created by Mobile ML Academy by Hamza Asif
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 52 Lectures ( 4h 52m ) | Size: 2.81 GB
Use Image Classification Models in Android with Images or Videos | Learn to train Image Recognition Models from Scratch
What you’ll learn:
Train Custom Image Classification Models from Scratch & Convert models into Android compatible tensorflow lite format
Use Custom Image Classification Models in Android with Images and Camera Footage
Collect Datasets for Training Custom Image Classification Models
Use Transfer Learning to Retrain Existing Image Classification Models and use them in Android
Train Custom Image Classification Models for Android using Two Different Approaches
Requirements:
No ML and Data Science Knowledge Required
A very little knowledge of Android App Development
Description:
Unlock the full potential of mobile app development with our comprehensive course on training custom image classification models and integrating them into Android applications. This course is designed to guide you from the basics of machine learning and deep learning to creating sophisticated, real-time image recognition apps in Android Kotlin.What You Will Learn:Introduction to Machine Learning and Deep Learning: Start with the foundational concepts of machine learning, deep learning, and image classification to build a strong base for your journey.Dataset Collection: Learn effective methods to collect and prepare datasets for training your image classification models.Model Training Approaches: Train image classification models using two powerful approaches:Teachable Machine: A user-friendly platform to create custom models.Transfer Learning: Advanced technique to leverage pre-trained models for better accuracy and efficiency.Tensorflow Lite Conversion: Convert your trained models into TensorFlow Lite format, making them compatible with mobile applications.Android Integration: Seamlessly integrate your models into Android apps:Image Classification: Choose or capture images in Android and use your models for accurate image recognition.Real-Time Camera Footage: Display live camera footage in Android, pass frames to your models, and build real-time, intelligent mobile apps.Projects Included:Fruit and Vegetable Classification Model: Create an app that identifies different fruits and vegetables.Brain Tumor Classification Model: Develop a model to classify brain tumor images.Flower Classification Model: Build a system to recognize various types of flowers.By the end of this course, you’ll be able to:Train custom image classification models tailored to your specific needs.Seamlessly integrate your models into Android applications built with Kotlin.Craft intelligent mobile apps that leverage real-time image recognition functionalities.So join us to become proficient in Android app development and create cutting-edge mobile apps with image and video recognition capabilities using Kotlin.Enroll now and start your journey towards mastering Android and Image Classification.
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