TensorFlow - Deep Learning with Python, TensorFlow, and Keras

PythonProgramming.net tutorial on Deep Learning with Python, TensorFlow, and Keras

Tutorial - Blog: https://pythonprogramming.net/introduction-deep-learning-python-tensorflow-keras/
Tutorial - YouTube: https://www.youtube.com/playlist?list=PLQVvvaa0QuDfhTox0AjmQ6tvTgMBZBEXN

Part 1: Deep Learning basics with Python, TensorFlow and Keras

Link: https://pythonprogramming.net/introduction-deep-learning-python-tensorflow-keras/
Notebook File: /01-intro_dl_tf/01_intro_dl_tf.ipynb

Part 2: Loading in your own data

Link: https://pythonprogramming.net/loading-custom-data-deep-learning-python-tensorflow-keras/
Notebook File: /02-load_data_tf/load_data_tf.ipynb

Part 3: Convolutional Neural Networks

Link: https://pythonprogramming.net/convolutional-neural-network-deep-learning-python-tensorflow-keras/
Notebook File: /03-intro_cnn/intro_cnn.ipynb
Google Colab File: /03-intro_cnn/intro_cnn_colab.ipynb

Part 4: Analyzing Models with TensorBoard

Link: https://pythonprogramming.net/tensorboard-analysis-deep-learning-python-tensorflow-keras/
Notebook File: /04-intro_tensorboard/intro_tensorboard.ipynb
Google Colab File: /04-intro_tensorboard/intro_tensorboard_colab.ipynb

Part 5: Optimizing with TensorBoard

Link: https://pythonprogramming.net/tensorboard-optimizing-models-deep-learning-python-tensorflow-keras/

Part 6: How to use your trained model

Link: https://pythonprogramming.net/using-trained-model-deep-learning-python-tensorflow-keras/

Part 7: Recurrent Neural Networks

Link: https://pythonprogramming.net/recurrent-neural-network-deep-learning-python-tensorflow-keras/
Notebook File: /07-intro_rnn/intro_rnn.ipynb
Google Colab File - LSTM: /07-intro_rnn/intro_rnn_colab.ipynb
Google Colab File - CuDNNLSTM: /07-intro_rnn/intro_rnn_cudnn_colab.ipynb

Part 8: How to use your trained model

Link: https://pythonprogramming.net/cryptocurrency-recurrent-neural-network-deep-learning-python-tensorflow-keras/

Part 9: Normalizing and creating sequences for our cryptocurrency predicting RNN

Link: https://pythonprogramming.net/normalizing-sequences-deep-learning-python-tensorflow-keras/

Part 10: Balancing Recurrent Neural Network sequence data for our crypto predicting RNN

Link: https://pythonprogramming.net/balancing-rnn-data-deep-learning-python-tensorflow-keras/

Part 11: Cryptocurrency-predicting RNN Model

Link: https://pythonprogramming.net/crypto-rnn-model-deep-learning-python-tensorflow-keras/

Credits to PythonProgramming.net on https://pythonprogramming.net/