Image Data: The dataset comprises images show different animal species like (horse , dog, butterfly , chicken , elephant , cat , spider , squirrel). Categories/Labels: Each image is associated with a specific animal species label. Size and Quality: Images may vary in dimensions, quality, and background.
- Data Loading
- Data Exploration
- Data Augmentation
- Train-Test-validation Split
- Encoding Labels
- Applying pretrained Model (Inception)
- Applying model form scratch
- Using dropout and other regularization methods to prevent overfitting
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Pretrained model (Inception) :
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From scratch model :
