rachana-baldania / age_detection

age_detection dataset: https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/

Identifying age by classification and prediction for wiki data

Dataset:

• Images dataset:https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/
• Images metadata (directory contains .mat file which contains all metadata, this is Matlab file you can open this file with scipy.io)
  • wiki.tar.gz

Folder "wiki": It contains the datset which is provided and other files such as wiki.mat and wiki.tar.gz are dataset, dataset fetch from :: https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/

Folder "requirement.txt":It contains all packages related to age detection classification and prediction program

Folder "models":

Data Collection and Transforamtion from mat file to dataframe

Data Cleaning and Preprocessing

EDA (Exploratory Data Analysis)

Image Data Generator

Model Architecture

Compile the Model

Train the Model

Evaluate the Model

Age Estimation based on Provided Image

Through Google Collab,Model has been trained on provided data though techniques such as CNN algorithm, TensorFlow, Keras,Categorical Crossentropy, Adam, activation function: relu and softmax.

Folder "Docker_Deployment_file" : It contains files related to Docker + Flask developement for deployment of application

Thank you :)