Project Information
- Category: Deep Learning
- Project URL: GitHub Repository
Objective
To explore the application of data manipulation, transfer learning and built a custom deep neural network for a cutlery image dataset and then perform model evaluation to select the hero model to classify cutlery images into four categories - cup, knife, fork, spoon.
- Techniques:
- Keras image preprocessing
- Data augmentation
- Dataset prefetching
- Reusing weights of neural network
- Hyperparameter tuning
- Model optimization and evaluation