Hello friends,
In this episode, we are going to perform emotion detection using Convolutional Neural Network (CNN). I will do the step by step implementation starting from downloading the dataset, accessing the dataset, preprocessing images, designing CNN, training CNN, saving the trained model and using that saved model to perform the emotion detection on video or live stream.

Code link: https://datamagiclab.com/emotion-detection-using-convolutional-neural-network/

Emotion detection in 5 lines using a pre-trained model -: https://youtu.be/ERXqo_ZEnIo

=========== Timecode ===========
00:00 Introduction to emotion detection using CNN
01:21 FER 2013 Facial Expression Dataset
04:12 files in emotion detection project
05:52 Image preprocessing using Image Data Generator
08:09 Design/create convolutional neural network for emotion detection
10:33 Training CNN with FER 2013 dataset / Training CNN for emotion detection
11:59 Save the trained model weights and structure
13:08 Test-trained emotion detection model
14:15 Load saved model
15:05 Access video or camera feed for testing the emotion detection model
16:20 Face detection with Haarcascade classifier
18:16 Detect and highlight every face on video
20:06 Predict emotion using a model
20:21 Show emotion on video
21:53 Demo for emotion detection
24:58 improvisations for emotion detection

Stay informed and enjoy Machine Learning!!!
Cheers !!!

#emotiondetection #CNN #DeepLearning

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Playlists:
️Machine learning basics
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_E1iTkBrZWK_htO0hY4vcGK

️Function engineering / data preprocessing
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_EnBmO1-E0Z81ArnE-zSR1a

️OpenCV Tutorial [Computer Vision]
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_GrjMHiGCYa0WyDZfxu-yTz

️Machine Learning Algorithms
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_EMlRyZDMlza6BkDO_fHlBG

️Set up Machine Learning environment
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_FcSnxMLrlRaPaNy0b5gwId

️Use of machine learning models
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_FTveld2Whf1c5RfBMpxE38

️Machine Learning Projects
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_HpgksoXsjnO4cwVixa08df

️Kaggle tutorial
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_Hy697WY2mNKl6LFezwbz8y

️Microsoft Lobe Tutorial
https://www.youtube.com/playlist?list=PLTmQbi1PYZ_GqPm9fAQyJaJwBhLVQx8rX

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