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Description of  Building Fire & Smoke Detection With Opencv, Keras, And Cnn

Published 4/2024 MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz Language: English | Size: 1.37 GB | Duration: 2h 15m Learn how to build fire and smoke detection systems using OpenCV, Keras, and Convolutional Neural Networks What you'll learn Learn how to build fire detection system using OpenCV Learn how to train fire detection model using Keras and Convolutional Neural Network Learn how to build smoke detection system using OpenCV Learn how to train smoke detection system using Keras and Convolutional Neural Network Learn how to create alarm using gTTS Learn how to integrate alarm to fire & smoke detection systems and make it ring whenever fire or smoke is detected Learn the basic fundamentals of fire and smoke detection system, such as getting to know its use cases, technical limitation, and technologies that will be used Learn how fire and smoke detection systems work. This section will cover data collection, data preprocessing, model training, model deployment, output detection Learn how to open webcam using OpenCV Learn how to play video using OpenCV Learn how to conduct performance testing on fire and smoke detection systems Requirements No previous experience in object detection is required Basic knowledge in Python Description Overview Section 1: Introduction Lecture 1 Introduction to the Course Lecture 2 Table of Contents Lecture 3 Whom This Course is Intended for? Section 2: Tools, IDE, and Datasets Lecture 4 Tools, IDE, and Datasets Section 3: Introduction to Fire & Smoke Detection Systems Lecture 5 Introduction to Fire & Smoke Detection Systems Section 4: How Fire & Smoke Detection Systems Work? Lecture 6 How Fire & Smoke Detection Systems Work? Section 5: Installing OpenCV, Numpy, and Keras Lecture 7 Installing OpenCV, Numpy, and Keras Section 6: Opening Webcam Using OpenCV Lecture 8 Opening Webcam Using OpenCV Section 7: Playing Video Using OpenCV Lecture 9 Playing Video Using OpenCV Section 9: Training Fire Detection Model with Keras & Convolutional Neural Network Lecture 11 Training Fire Detection Model with Keras & Convolutional Neural Network Section 10: Building Fire Detection System with OpenCV Lecture 12 Building Fire Detection System with OpenCV Section 11: Testing Fire Detection System Lecture 13 Testing Fire Detection System Section 13: Training Smoke Detection Model with Keras & Convolutional Neural Network Lecture 15 Training Smoke Detection Model with Keras & Convolutional Neural Network Section 14: Building Smoke Detection System with OpenCV Lecture 16 Building Smoke Detection System with OpenCV Section 15: Testing Smoke Detection System Lecture 17 Testing Smoke Detection System Section 16: Creating Alarm with gTTS Lecture 18 Creating Alarm with gTTS Section 17: Integrating Alarm to Fire Detection System Lecture 19 Integrating Alarm to Fire Detection System Section 18: Integrating Alarm to Smoke Detection System Lecture 20 Integrating Alarm to Smoke Detection System Section 19: Conclusion & Summary Lecture 21 Conclusion & Summary