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Machine Learning use in Flutter - The Complete 2025 Guide (Udemy.com)

Most Comprehensive Flutter Machine Learning Course Available Online, Build 22+ Flutter ML, AI Apps | 2025 Flutter Guide

Created by: Mobile ML Academy by Hamza Asif

Last updated September 2025

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What you will learn

  • Learn use of Machine Learning & Computer Vision in Flutter Apps
  • Train Machine Learning Models on Custom Datasets for Flutter Apps
  • Use Pre-Trained Tensorflow Lite Models in Flutter Dart Apps
  • Train Custom Object Detection & Image Classification Models and build Smart Flutter Dart Apps
  • Use Computer vision models in Flutter with both images & Live Camera Footage
  • Build A Text Recognition Application in Flutter
  • Build A Face Detection and Facial Expression Detection Application in Flutter
  • Build A Text Translation Application in Flutter
  • Develop a Human Pose Estimation Application in Flutter
  • Image Labeling / Image Classification in Flutter
  • Perform Object Detection in Flutter with Images and Videos
  • Add Smart Reply Suggestion Models in Chat based Flutter Apps
  • Extract entities or valuable information from text in Flutter
  • Create a barcode scanner app in Flutter

How it compares

Against the other 73 rated Udemy courses in Flutter on CourseDuck:

  • Rating4.4 out of 5higher than 45% of them
  • Reviews133#59 of 74 by number of reviews
  • Length14.3 hourslonger than 63% of them
  • Last updatedSeptember 2025more recently than 82% of them

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Course Description

Welcome to Machine Learning in Flutter: The Complete 2025 Guide

Master the integration of machine learning models in your Flutter applications with the most comprehensive Google Flutter ML course available online.

No prior knowledge of machine learning or computer vision required! Whether you are a beginner or an experienced developer, this course will guide you through using and training machine learning models in Flutter (Android & iOS) applications.

What You Will Learn:

  • Utilize Existing ML Models: Learn to integrate pre-trained TensorFlow Lite models and Firebase ML Kit into your Flutter applications for both Android and iOS.

  • Train Custom ML Models: Discover how to train your own machine learning models for image classification and object detection without needing extensive background knowledge.

  • Computer Vision Techniques: Implement advanced computer vision features like image classification, object detection, image segmentation, barcode scanning, pose estimation, and more.

  • Real-time Applications: Build applications that process live camera footage for real-time ML tasks, including text recognition, face detection, and image labeling.

  • Comprehensive Flutter Projects: Create over 20 complete Flutter applications, showcasing your ability to handle various ML tasks and computer vision models.

Machine Learning Features Covered:

  1. Image Classification: Classify images from the gallery and live camera footage.

  2. Object Detection: Detect objects in images and real-time camera frames.

  3. Image Segmentation: Make images transparent by segmenting them.

  4. Barcode Scanning: Scan barcodes and QR codes.

  5. Pose Estimation: Detect human body joints.

  6. Text Recognition: Recognize text in images.

  7. Text Translation: Translate text between different languages.

  8. Face Detection: Detect faces, facial landmarks, and expressions.

  9. Smart Reply: Generate smart reply suggestions in chat applications.

  10. Digital Ink Recognition: Recognize handwritten text.

  11. Language Identification: Identify the language of a given text.

  12. Entity Extraction: Extract different entities from text.

Course Highlights:

  1. Introduction to Key Libraries:

    • Image Picker: Choose images from the gallery or capture with the camera.

    • Camera: Access live camera footage frame by frame.

  2. Firebase ML Kit Integration:

    • Build applications using features like image labeling, barcode scanning, text recognition, face detection, and more with both static images and live camera footage.

  3. TensorFlow Lite Models:

    • Implement pre-trained models for image classification and object detection.

    • Create real-time applications using models like MobileNet and EfficientNet.

  4. Training Custom Models:

    • Gather and prepare datasets.

    • Train image classification and object detection models.

    • Convert models to TensorFlow Lite format for use in Flutter apps.

Who This Course is For:

  • Beginners: Those new to Flutter and mobile app development.

  • Intermediate Developers: Flutter developers looking to integrate advanced ML features.

  • Experienced Developers: Developers seeking to enhance their apps with custom machine learning and computer vision models.

  • Tech Enthusiasts: Anyone interested in exploring AI and ML within mobile applications.

Why Enroll?

  • Comprehensive Content: Over 22 fully-fledged Flutter applications.

  • Expert Instruction: Led by Muhammad Hamza Asif, with 6+ years of experience and a community of 60,000+ students.

  • Complete Confidence: 30-day money-back guarantee from Udemy.

Join now and transform your Flutter development skills with powerful machine learning capabilities. Click "Buy Now" to start your journey in the world of AI-driven Flutter applications!

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Instructor Details

Mobile ML Academy by Hamza Asif

Hi, I'm Hamza Asif.

I am passionate about teaching people the use of Machine Learning and AI in Android, IOS, and Flutter Applications. I have taught over 55,000 students in 170 countries worldwide.

I have extensive experience in Mobile App Development & Data Science.

My goal is to make you a great developer who can build ML & AI-powered NextGen applications.


If you are interested in Flutter App Development, I offer the following NextGen Flutter courses

Face Recognition and Detection in Flutter - The 2024 Guide

Machine Learning for Flutter - The Complete Flutter ML Guide

Build A Gallery App in Flutter With Circle To Search Feature

Train Object Detection & Image Classify models for Flutter

ChatGPT & Flutter -Build AI based Smart Apps in Flutter

Flutter & ML : Train Tensorflow Lite models for Flutter Apps


If you are interested in Android App Development using Java & Kotlin, I offer the following NextGen Android Courses

Face Recognition and Detection in Android- The 2024 Guide

Android & ML: Train Tensorflow Lite models for Android Apps

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Reviews

4.4

133 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Abubaker on 4/19/2024

Instructor has updated the course and also now testing apps on iphone so full points. Thumbs up

By Fabian Romaniec on 2/11/2024

This course is great so far! I can't wait to use all this knowledge in my projects! I hope to find more courses like this made so much well

By Sivaramakrishnan on 1/12/2024

This course is a old course . Maybe I don't know whether its worth for the money but you can try it out if you are looking to learn atleast machine learning with flutter . Lots of ground work needs to be done while working on this course .

By Rafael Queiroz de Castro on 11/5/2023

O professor pegou um conteúdo e narrou praticamente. Não é possível ver o código crescendo aos poucos e isso causa muita confusão em alguns procedimentos. Vou continuar assistindo porque tá pago mas honestamente achei esse professor muito preguiçoso. E AINDA RESPONDEU COM MAIS PREGUIÇA AINDA

By Anshul Raina on 6/5/2023

I would say that explanation is really good, but the content is outdated. And the lecturer doesn't code as he explains. Instead he instructs to paste and explains each line, which isn't as effective as explaining while coding.

By Volkan Usanmaz on 5/23/2023

All clear! Very well explained. A good machine learning course for Mid Flutter Framework developers.

By TAYAB FAROOQ on 4/16/2023

The most beautiful and concrete course on Machine Learning and Flutter, I ever found in the world of internet! Everything is explained in detail. He wrote very robust code throughout the course. This course is well-updated!

By Zeeshan on 1/22/2023

Great work sir. Really enjoyed the topics and now looking to develop exciting applications.

By Ghulam on 12/29/2022

Something that excites me is unique mobile apps And this is helping me create those.

By James on 12/24/2022

Started the course as a beginner but found it easy to follow it. Covered first few section for now looking forward to more interesting and value content. But for now i will recommend it for sure.

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Quality Score

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Overall Score : 88 / 100