Topic Description & Objectives Resource
Slides Practical AI Open
Custom Datasets & Augmentations Learn to build custom Dataset classes for raw images and apply image augmentations using the Flowers Recognition dataset Colab
Exercise 1 Working with Different Dataset Structures Colab Solutions
Transfer Learning Cats & Dogs classification using a pretrained EfficientNet model with fine-tuning techniques Colab
Exercise 2 CIFAR-10 Classification using a pre-trained VGG model Colab Solutions
Image Search Implement image search using EfficientNetV2 for feature extraction and PCA for dimensionality reduction with cosine similarity Colab