12 Hour Workshop
برای خرید ویدیوهای این دوره به سایت http://class.vision/deeplearning-keras/ مراجعه نمائید
SRU-deeplearning-workshop-part1.pdf
deeplearning-workshop-SRTTU-part2.pdf
What is Image? Image as a data!
Hoda dataset: Persian Handwritten Digit
Simple Machine Learning classifier: KNN in sklearn
03_K-Nearest Neighbor classification.ipynb
Intro to Sequential Model in Keras
04_a Gentle Introduction to Keras - Simple neural network(mlp).ipynb
Overfitting and Dropout
Intro to CNN (Convolutional Neural Networks)
06_ConvolutionalNeuralNetwork-Hoda-Keras.ipynb open in COLAB
Practical example. what is keras data generator?
Overfiiting and data augmentation
Load and Inference/prediction a trained model
09_Load_trained_model_in_keras.ipynb
Inference/prediction Images with a pre-trained Model
10_using-a-pretrained-convnet.ipynb
11_using-a-pretrained-convnet-webcam.ipynb
Use a Pre-trained CNN as a feature extractor
12_pretrained_convnet_feature_extraction-1.ipynb
Transfer Learning and fine tuning
13_Transfer_learning_part1.ipynb
14_Transfer_learning_part2-and-Fine_tuning.ipynb
Regression, Keras Functional API, Multi Input/Multi Output models in keras
15_Basic-regression-with-Keras.ipynb
16_cnn-and-price-regression.ipynb
17_Multiple-Inputs-and-Mixed-Data.ipynb
ex2-conv-cifar10-in-colab.ipynb
https://www.proprofs.com/quiz-school/story.php?title=mjm5odizmgit76