🤖 Machine learning |📚 OpenCV based IOT using 💡Raspberry pi | Python OpenCV Full Tutorial

🤖 Machine learning |📚 OpenCV based IOT using 💡Raspberry pi | OpenCV Full Tutorial
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🕒 Timestamp:
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PREREQUISITE AND COURSE COVERAGE

00:00 - Prerequisite
01:08 - Course coverage

OVERVIEW ABOUT MACHINE LEARNING

04:36 - Programming vs Machine learning
08:19 - Types of machine learning

MACHINE LEARNING AND IOT - BUILDING BLOCK

12:34 - Machine learning and IOT - building block and boards
17:28 - IOT boards

PREPARING RASPBERRY PI3

27:38 - Rpi3 introduction and installing the Raspbian Stretch OS
36:33 - Connecting Laptop - Rpi3 in headless mode
44:35 - Rpi3 connection with Wifi
54:09 - Rpi3 headless connection through wifi

INSTALLATION OF OPENCV IN RASPBERRY PI3

1:00:06 - Installation of OPENCV in Raspberry pi3 - Part1
1:11:31 - Installation of OPENCV in Raspberry pi3 - Part2

MACHINE LEARNING(OPEN CV) IS FACE AND EYE DETECTION IN IMAGES OVERVIEW

1:15:52 - Face Detection using Open CV
1:24:00 - Face identification approach in machine learning

FACE AND EYE DETECTION IN MACHINE LEARNING (OPEN CV) IN RASPBERRY PI

1:27:46 - Open CV - Face detection program analysis
1:34:40 - Xming server - to view remote desktop GUI
1:35:55 - Demonstration - Face detection program execution
1:42:08 - Open CV - Haarcascade file path
1:44:22 - Open CV - Face and Eye detection program analysis
1:48:24 - Demonstration - Face and eye detection program execution

OVERVIEW - MACHINE LEARNING INTEGRATION TO IOT DEVICE

1:51:25 - Machine learning integration with IOT Overview
1:55:13 - Sensors and Actuators

RASPBERRY PI AS IOT DEVICE

2:04:34 - How to use Raspberry pi as IOT
2:13:07 - Demonstration - LED blink program

DETECT FACE AND SWITCH ON THE DEVICE

2:14:17 - Switch on the device, if face is detected
2:17:31 - Demonstration - Switch on the device, if face is detected

ACQUIRING DATA FROM SENSOR AND FROM WEB API

2:21:53 - Overview about Sensor and Web Api integration
2:30:51 - Demonstration Program unit overview
2:36:17 - Demonstration of Sensor, Web Api

CONTROLLING IOT APPLIANCES THROUGH ADAFRUIT WEB PLATFORM AND THROUGH VOICE

2:42:19 - Web and voice control overview
2:52:46 - Adafruit MQTT setup, install Adafruit library and code unit discussion
3:00:33 - Web control - Demonstration
3:06:21 - Voice integration control overview
3:10:51 - IFTTT Setup - Interface between Google assistance and Adafruit MQTT feed
3:15:32 - Google Assistant - Install overview
3:18:08 - Voice - web integrated control demonstration

PROTOTYPE - BUILDING AUTOMATION IOT USING OPEN CV

3:22:02 - Integrated prototype overview
3:28:56 - Prototype - Building automation IOT using Open CV -Demonstration

ML - SUPERVISORY LEARNING - IDENTIFICATION OF A PERSON

3:31:31 - Identification of person - Supervisory learning- overview
3:42:51 - Walk through different program units
3:49:33 - Demo - Face recognition program
3:54:15 - Demo - Creation of supervisory model for prediction
3:57:33 - Demo - Face identification using supervisory model created
4:05:27 - Bonus

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