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- <p align =" center " >
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- <a href="https://www.tensorflow.org/" target="_blank">
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- <img width="40%" src="https://github.com/MorvanZhou/tutorials/blob/master/tensorflowTUT/logo.jpeg" style="max-width:100%;">
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- </a>
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- </p >
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- <br >
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### If you'd like to use ** PyTorch** , no worries, I made a new ** PyTorch Tutorial** just like Tensorflow. Here is the link: [ https://github.com/MorvanZhou/PyTorch-Tutorial ] ( https://github.com/MorvanZhou/PyTorch-Tutorial )
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# Tensorflow 2017 Tutorials
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* Tensorflow basic
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- * [ Session] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/201_session.py)
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- * [ Placeholder] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/202_placeholder.py)
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- * [ Variable] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/203_variable.py)
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- * [ Activation] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/204_activation.py)
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+ * [ Session] ( tutorial-contents/201_session.py )
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+ * [ Placeholder] ( tutorial-contents/202_placeholder.py )
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+ * [ Variable] ( tutorial-contents/203_variable.py )
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+ * [ Activation] ( tutorial-contents/204_activation.py )
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* Build your first network
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- * [ Regression] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/301_simple_regression.py)
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- * [ Classification] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/302_simple_classification.py)
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- * [ Save and reload] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/303_save_reload.py)
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- * [ Optimizers] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/304_optimizer.py)
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- * [ Tensorboard] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/305_tensorboard.py)
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- * [ Dataset] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/306_dataset.py)
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+ * [ Regression] ( tutorial-contents/301_simple_regression.py )
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+ * [ Classification] ( tutorial-contents/302_simple_classification.py )
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+ * [ Save and reload] ( tutorial-contents/303_save_reload.py )
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+ * [ Optimizers] ( tutorial-contents/304_optimizer.py )
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+ * [ Tensorboard] ( tutorial-contents/305_tensorboard.py )
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+ * [ Dataset] ( tutorial-contents/306_dataset.py )
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* Advanced neural network
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- * [ CNN] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/401_CNN.py)
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- * [ RNN-Classification] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/402_RNN_classification.py)
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- * [ RNN-Regression] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/403_RNN_regression.py)
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- * [ AutoEncoder] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/404_AutoEncoder.py)
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- * [ DQN Reinforcement Learning] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/405_DQN_reinforcement_learning.py)
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- * [ GAN (Generative Adversarial Nets)] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/406_GAN.py) / [ Conditional GAN] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/406_conditional_GAN.py)
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- * [ Transfer Learning] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/407_transfer_learning.py)
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+ * [ CNN] ( tutorial-contents/401_CNN.py )
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+ * [ RNN-Classification] ( tutorial-contents/402_RNN_classification.py )
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+ * [ RNN-Regression] ( tutorial-contents/403_RNN_regression.py )
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+ * [ AutoEncoder] ( tutorial-contents/404_AutoEncoder.py )
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+ * [ DQN Reinforcement Learning] ( tutorial-contents/405_DQN_reinforcement_learning.py )
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+ * [ GAN (Generative Adversarial Nets)] ( tutorial-contents/406_GAN.py ) / [ Conditional GAN] ( tutorial-contents/406_conditional_GAN.py )
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+ * [ Transfer Learning] ( tutorial-contents/407_transfer_learning.py )
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* Others (WIP)
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- * [ Dropout] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/501_dropout.py)
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- * [ Batch Normalization] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/502_batch_normalization.py)
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- * [ Visualize Gradient Descent] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/503_visualize_gradient_descent.py)
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- * [ Distributed training] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/504_distributed_training.py)
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+ * [ Dropout] ( tutorial-contents/501_dropout.py )
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+ * [ Batch Normalization] ( tutorial-contents/502_batch_normalization.py )
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+ * [ Visualize Gradient Descent] ( tutorial-contents/503_visualize_gradient_descent.py )
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+ * [ Distributed training] ( tutorial-contents/504_distributed_training.py )
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- ### [ Regression] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/301_simple_regression.py)
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+ ### [ Regression] ( tutorial-contents/301_simple_regression.py )
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/301_simple_regression.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/1-1-2.gif">
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+ <a href =" tutorial-contents/301_simple_regression.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/1-1-2.gif">
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</a >
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- ### [ Classification] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/302_simple_classification.py)
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+ ### [ Classification] ( tutorial-contents/302_simple_classification.py )
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/302_simple_classification.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/1-1-3.gif">
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+ <a href =" tutorial-contents/302_simple_classification.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/1-1-3.gif">
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</a >
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- ### [ CNN] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/401_CNN.py)
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/401_CNN.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/4-1-2.gif" >
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+ ### [ CNN] ( tutorial-contents/401_CNN.py )
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+ <a href =" tutorial-contents/401_CNN.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/4-1-2.gif" >
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</a >
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- ### [ RNN] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/403_RNN_regression.py)
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+ ### [ RNN] ( tutorial-contents/403_RNN_regression.py )
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/403_RNN_regression.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/4-3-1.gif" >
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+ <a href =" tutorial-contents/403_RNN_regression.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/4-3-1.gif" >
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</a >
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- ### [ Autoencoder] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/404_AutoEncoder.py)
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+ ### [ Autoencoder] ( tutorial-contents/404_AutoEncoder.py )
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/404_AutoEncoder.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/4-4-1.gif" >
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+ <a href =" tutorial-contents/404_AutoEncoder.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/4-4-1.gif" >
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</a >
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/404_AutoEncoder.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/4-4-2.gif" >
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+ <a href =" tutorial-contents/404_AutoEncoder.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/4-4-2.gif" >
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- ### [ GAN (Generative Adversarial Nets)] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/406_GAN.py)
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/406_GAN.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/4-6-1.gif" >
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+ ### [ GAN (Generative Adversarial Nets)] ( tutorial-contents/406_GAN.py )
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+ <a href =" tutorial-contents/406_GAN.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/4-6-1.gif" >
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- ### [ Dropout] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/501_dropout.py)
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/501_dropout.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/5-3-1.gif" >
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+ ### [ Dropout] ( tutorial-contents/501_dropout.py )
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+ <a href =" tutorial-contents/501_dropout.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/5-3-1.gif" >
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- ### [ Batch Normalization] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/502_batch_normalization.py)
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/502_batch_normalization.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/torch/5-4-2.gif" >
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+ ### [ Batch Normalization] ( tutorial-contents/502_batch_normalization.py )
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+ <a href =" tutorial-contents/502_batch_normalization.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/torch/5-4-2.gif" >
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- ### [ Visualize Gradient Descent] ( https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/503_visualize_gradient_descent.py)
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- <a href =" https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/ tutorial-contents/503_visualize_gradient_descent.py" >
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- <img class="course-image" src="https://morvanzhou.github.io /static/results/tensorflow/5_15_01.gif" >
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+ ### [ Visualize Gradient Descent] ( tutorial-contents/503_visualize_gradient_descent.py )
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+ <a href =" tutorial-contents/503_visualize_gradient_descent.py " >
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+ <img class="course-image" src="https://mofanpy.com /static/results/tensorflow/5_15_01.gif" >
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# Donation
@@ -112,7 +103,7 @@ All methods mentioned below have their video and text tutorial in Chinese. Visit
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<div >
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<a href =" https://www.patreon.com/morvan " >
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- <img src="https://morvanzhou.github.io /static/img/support/patreon.jpg"
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+ <img src="https://mofanpy.com /static/img/support/patreon.jpg"
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alt="Patreon"
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height=120>
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</a >
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