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Smile Detection with Deep Learning

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Smile Detection with Deep Learning

Published 08/2022
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 7 lectures (54m) | Size: 472.3 MB

Use deep learning to create an end-to-end application that can detect smiles in images and videos

What you’ll learn
detect faces in images with Haar Cascades
Train a CNN to detect smiling and not smiling
Apply the smile detector to real world images
Apply the smile detector to videos

Requirements
Familiarity with Python
Familiarity with deep learning

Description
In this course, we will be creating an end-to-end application that can detect smiles in images and videos.

For that, we will use deep learning and start by training a convolutional neural network on the SMILES dataset which contains faces of people smiling and not smiling. Once the network is trained, we will go through the following steps to detect smiles in images and videos

We will use Haar cascades to detect a face in an image.

We will then extract the face region from the image.

then we will pass the face region to the network for classification.

And finally, we will annotate the image with the label “smiling” or “not smiling” depending on the output of the network.

This class was made for intermediate Python programmers that have some familiarity with deep learning and computer vision.

By the end of this course, you’ll have a fully functional smile detection application that you can use in your own projects.

What you’ll get

When you buy the course you’ll receive

1 hour of HD video tutorials

Source code, example images, and videos used in the course

Lifetime access to the course

Priority support

What is covered in this course

Just so that you have some idea of what you will learn in this course, these are the topics that we will cover

Load the Data

Train the Smile Detector

Apply Our Smile Detector to Images

Apply Our Smile Detector to Videos

Who this course is for
Intermediate Python programmers that have some familiarity with deep learning and computer vision.


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