mohofar / IUSTDeepLearningWithTensorFlow

Deep Learning with TensorFlow Course at Iran University of Science and Technology

IUSTDeepLearningWithTensorFlow

Deep Learning with TensorFlow Course at Iran University of Science and Technology

Resources

Week	Slides	Links	Repositories	Screen Captures
1	Introduction to Deep Learning with TensorFlow CS231n 2017 Lecture4 Selected CS224n 2017 TensorFlow Selected TensorFlow and Deep Learning without a Phd	Tutorial - Learn Python in 10 minutes Python Numpy Tutorial Machine Learning is Fun! A Gentle Guide to Machine Learning An Overview of Gradient Descent Optimization Algorithms Visualising Activation Functions in Neural Networks My Neural Network isn't working! What should I do? Learn TensorFlow and deep learning, without a Ph.D.	TensorFlow-Examples Awesome-Tensorflow	Week1.zip
2	Introduction to Convolutional Neural Networks with TensorFlow CS231n 2017 Lecture5 Selected	A Beginner's Guide To Understanding Convolutional Neural Networks A Guide to Convolution Arithmetic for DeepLearning	Convolution Arithmetic	Week2.zip
3	Introduction to Recurrent Neural Networks with TensorFlow CS231n 2017 Lecture10 Selected Introduction to Deep NLP TensorBoard	Understanding LSTM Networks Sequence Modeling With Neural Networks (Part 1) Sequence Modeling with Neural Networks (Part 2) Attention and Augmented Recurrent Neural Networks Attention and Memory in Deep Learning and NLP	tensorflow-rnn-shakespeare	Week3.zip
4	Introduction to Word2Vec with Gensim and Hazm Introduction to Seq2Seq Models with TensorFlow	Persian Word2Vec Map Word2Vec Resources Word2Vec Tutorial - The Skip-Gram Model Word2Vec Tutorial Part 2 - Negative Sampling On word embeddings - Part 1 Language Models, Word2Vec, and Efficient Softmax Approximations Deep learning with word2vec and gensim Word2vec Tutorial Gensim Word2Vec Word2Vec word embedding tutorial in Python and TensorFlow Sequence to sequence model: Introduction and concepts	Sequence to Sequence Learning with Keras Dynamic seq2seq in TensorFlow, step by step Chatbot TensorFlow Neural Machine Translation Tutorial	Week4.zip
5	Speech Related Task with DL	WaveNet launches in the Google Assistant Deep Learning for Speech Recognition - Vikrant Singh Tomar Speech Recognition and Synthesis Automatic Speech Recognition - An Overview Sequence Modeling With CTC	Python Speech Features HTK Features Explained Faster RNNLM warp CTC CTC + Tensorflow Example for ASR	Week5.zip
6	Introduction to Deep Learning Frameworks CS231n 2017 Lecture8 Selected Generative Adversarial Networks	Comparison of deep learning software Which deep learning network is best for you? PyTorch or TensorFlow? Tensorflow sucks	Caffe Model Zoo PyTorch Tutorial for Deep Learning Researchers How to Train a GAN?	Week6.zip

Codes

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