Transfer learning

[appdev-egy]

Transfer learning, used in machine learning, is the reuse of a pre-trained model on a new problem. Can you explore this option and provide a summary of your findings.

[magdi74]

First, I implemented VGG16 and two other CNN models from related work with the same dataset. Then I implemented more models as RESNet50v2, RESNet101v2, MobileNetV2, VGG19 and the best ones were VGG16 and VGG19.

References:

• Model (1 and 2 from here) : https://github.com/oussamaouardini/WLASL-CLASSIFICATION/blob/main/CNN%20-%20wlasl%20-%20classification.ipynb
• VGG16 model: https://github.com/Shikhar1107/WLASL-Sign-Detection/blob/main/Image_Preprocessing_and_model_training.ipynb