| Part | Description | Modules |
|---|
📑 0_0:
Image Classification |
one-labeled image data, processing & classification, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 1_0:
Neural Networks for Regression |
Boston housing data, processing, neural networks & other regression algorithms |
tensorflow, keras, pandas, numpy, matplotlib, sklearn |
📑 1_1:
Exercises with Regression Algorithms |
Boston housing data, processing, neural networks & other regression algorithms |
tensorflow, keras, pandas, numpy, matplotlib, sklearn |
📑 2_0:
One-Label & Multi-Label Classification |
multi-labeled image data, processing & classification, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 2_1:
Classification with Keras Applications |
multi-labeled image data, processing, classification, keras NN applications |
tensorflow, keras, pandas, numpy, matplotlib |
📑 2_2:
Image Generation |
multi-labeled image data, processing & classification, GAN neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 3_0:
Product & Brand Recognition |
multi-labeled image data, processing, classification, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 4_0:
Decor Recognition & Contour Colorization |
multi-labeled image data, processing, classification, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 4_1:
Mixed Styles |
image data, processing, style transfer, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 4_2:
TensorFlow Lite |
image data, processing, style transfer, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 5_0:
Processing & Classification of Horse Breeds` Images |
image data, processing, convolutional neural networks |
tensorflow, keras, torch, pandas, numpy, matplotlib |
📑 5_1:
Exercises with Horse Breeds` Images |
image data, processing, super resolution, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 6_0:
Processing & Classification of Tomato Cultivers` Images |
image data, processing, convolutional neural networks |
tensorflow, keras, torch, pandas, numpy, matplotlib |
📑 6_1:
TensorFlow Hub Models |
image data, processing, classification, convolutional neural networks |
tensorflow, tensorflow_hub, keras, pandas, numpy, matplotlib |
📑 7_0:
Simple Neural Networks for Image Classification |
image data, processing, classification, convolutional neural networks |
tensorflow, keras, torch, pandas, numpy, matplotlib |
📑 7_1:
Exercises with White Flowers` Images |
image data, processing, classification, convolutional neural networks |
tensorflow, tensorflow_hub, keras, pandas, numpy, matplotlib |
📑 8_0:
Neural Networks for Classification of Drawings & Photo Images |
image data, processing, classification, convolutional neural networks |
tensorflow, keras, pandas, numpy, matplotlib |
📑 8_1:
Exercises with Adversarial Regularization |
image data, processing, classification, neural networks with adversarial regularization |
tensorflow, neural_structured_learning, keras, pandas, numpy, matplotlib |
📑 8_2:
Exercises with Drawing Images |
image data, color interpolation, style transfer, object recognition, super-resolution |
tensorflow, tensorflow_hub, keras, pandas, numpy, matplotlib |