mahyarmohammady / sru-deeplearning-workshop

دوره 12 ساعته یادگیری عمیق با چارچوب Keras

SRU-deeplearning-workshop

12 Hour Workshop

presentation video

برای خرید ویدیوهای این دوره به سایت http://class.vision/deeplearning-keras/ مراجعه نمائید

Presentation Slides

SRU-deeplearning-workshop-part1.pdf

deeplearning-workshop-SRTTU-part2.pdf

Jupyter Notebooks

What is Image? Image as a data!

01_Intro2image&numpy.ipynb

Hoda dataset: Persian Handwritten Digit

02_HodaDataset.ipynb

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

05_Dropout.ipynb

Intro to CNN (Convolutional Neural Networks)

06_ConvolutionalNeuralNetwork-Hoda-Keras.ipynb open in COLAB

Practical example. what is keras data generator?

07_CNN-cat_Vs_dog.ipynb

Overfiiting and data augmentation

08_data_augmentation.ipynb

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

homework and exercises

part 1

ex1-mlp-iris.ipynb

ex2-conv-cifar10-in-colab.ipynb

Online quizz

https://www.proprofs.com/quiz-school/story.php?title=mjm5odizmgit76