Age and Gender Detection Using Classification and Regression | Deep Learning Project

This is a brief explanation of the project 'Age and gender detection system' using classification and regression.

[DJPapzin]

🎯 Key Takeaways for quick navigation:

00:17 📊 *The presenter explains using both classification and regression to predict gender and age from images using deep learning.*
02:33 🔄 *Image file names are shuffled to ensure randomization in exploratory data analysis, helping visualize gender and age distributions.*
05:36 📈 *Age distribution is shown, indicating a skewed normal distribution with outliers at the higher end.*
06:18 🖼️ *Random images are plotted to showcase different ages and genders for exploratory data analysis.*
08:35 🤖 *Custom function `extract_image_features` is introduced for feature extraction, resizing, and normalization of images.*
09:01 🧠 *The presenter designs a convolutional neural network (CNN) architecture for gender and age prediction, explaining the layer structure.*
11:27 🎯 *Evaluation metrics such as binary cross-entropy for gender and mean absolute error for age are chosen for training the model.*
12:20 📉 *Training curves show the model's accuracy for gender and loss for age over epochs, indicating the need to stop training around 15 epochs.*
13:33 🔄 *The presenter showcases testing the model on random images, providing predicted age and gender results.*
14:48 📂 *The presenter mentions the availability of the project in the "code class projects" repository for further exploration.*

Made with HARPA AI

[suznyt]

The give model does support live camera?

[KrupaliThumar]

i ma getting wrror while using ANTIALIAS. error=AttributeError: module 'PIL.Image' has no attribute 'ANTIALIAS'

[harshnandu]

can you help me with this question --
Create a feature to detect the number of females as well as males in a meeting room along with their age.
if the person wear a white shirt we should make their age as 23 irrespective of their age and gender as well if they wear black shirt
we should predict that person as child irrespective of their age and gender and this feature should not work if we have less than 2 people in the meeting

[umarrazamukhtar]

can we use only classification to perform

[PrathameshKeluskar-bl]

i have age detection on age groups like 20-25 what will i have to do ?

[PrathameshKeluskar-bl]

pleace add real time detection feature using opencv