filmov
tv
Implementing Smart Glove Gesture Recognition: Research Paper to Code | Python & TensorFlow Tutorial

Показать описание
🔍 Learn how to implement a machine learning model for gesture recognition using smart glove sensor data, based on recent research published in Sensors 2024!
In this comprehensive tutorial, we'll cover:
✅ Building a CNN model for gesture recognition
✅ Processing real sensor data from flex sensors, pressure sensors, and IMU
✅ Implementing the complete pipeline in Google Colab
✅ Achieving 90% accuracy in gesture classification
🕒 Timeline:
0:00 - Introduction & Research Context
0:39 - Dataset Overview
1:47 - Setup & Data Loading
5:05 - Preprocessing Functions
5:35 - Feature Extraction
6:05 - Model Architecture
6:40 - Training Implementation
7:20 - Results Visualization (implementation)
7:54 - Model Saving
8:50 - Start Training
10:12 - Export Trained model
11:00 - Results Visualization (plots)
11:57 - Download Trained Model
12:48 - Conclusion
📝 Based on research paper: "Machine Learning-Based Gesture Recognition Glove: Design and Implementation" (Sensors 2024)
#MachineLearning #GestureRecognition #DeepLearning #Python #TensorFlow #DataScience #ArtificialIntelligence #Programming
Links:
👍 Like and Subscribe for more machine learning tutorials!
💬 Comment below with any questions or suggestions for future videos!
In this comprehensive tutorial, we'll cover:
✅ Building a CNN model for gesture recognition
✅ Processing real sensor data from flex sensors, pressure sensors, and IMU
✅ Implementing the complete pipeline in Google Colab
✅ Achieving 90% accuracy in gesture classification
🕒 Timeline:
0:00 - Introduction & Research Context
0:39 - Dataset Overview
1:47 - Setup & Data Loading
5:05 - Preprocessing Functions
5:35 - Feature Extraction
6:05 - Model Architecture
6:40 - Training Implementation
7:20 - Results Visualization (implementation)
7:54 - Model Saving
8:50 - Start Training
10:12 - Export Trained model
11:00 - Results Visualization (plots)
11:57 - Download Trained Model
12:48 - Conclusion
📝 Based on research paper: "Machine Learning-Based Gesture Recognition Glove: Design and Implementation" (Sensors 2024)
#MachineLearning #GestureRecognition #DeepLearning #Python #TensorFlow #DataScience #ArtificialIntelligence #Programming
Links:
👍 Like and Subscribe for more machine learning tutorials!
💬 Comment below with any questions or suggestions for future videos!