ProbabilisticDeepLearningTensorFlow

Material for ODSC Europe presentation -- Probabilistic Deep Learning in TensorFlow, the why and the how

Name		Name	Last commit message	Last commit date
Latest commit History 17 Commits
saved_models		saved_models
0 - Introduction.ipynb		0 - Introduction.ipynb
1 - Simple linear regression in Keras.ipynb		1 - Simple linear regression in Keras.ipynb
2 - Simple linear regression in Keras with uncertainty.ipynb		2 - Simple linear regression in Keras with uncertainty.ipynb
3 - Probabilistic regression TensorFlow Probability Probabilistic Layers.ipynb		3 - Probabilistic regression TensorFlow Probability Probabilistic Layers.ipynb
4 - Basic neural network in TensorFlow 2.0.ipynb		4 - Basic neural network in TensorFlow 2.0.ipynb
5 - Basic neural network in TensorFlow 2.0 -- DenseVariational layer.ipynb		5 - Basic neural network in TensorFlow 2.0 -- DenseVariational layer.ipynb
6 - TensorFlow CNN.ipynb		6 - TensorFlow CNN.ipynb
7 - TensorFlow CNN with Aleatoric uncertainty binary classification.ipynb		7 - TensorFlow CNN with Aleatoric uncertainty binary classification.ipynb
8 - TensorFlow CNN Bayesian.ipynb		8 - TensorFlow CNN Bayesian.ipynb
9 - TensorFlow CNN Bayesian-Copy1.ipynb		9 - TensorFlow CNN Bayesian-Copy1.ipynb
91 - Final.ipynb		91 - Final.ipynb
README.md		README.md
Resources -- 3a - Basic neural network in TensorFlow 2.0 -- DenseVariational layer.ipynb		Resources -- 3a - Basic neural network in TensorFlow 2.0 -- DenseVariational layer.ipynb
Resources -- 3c - Basic neural network in TensorFlow 2.0 -- Aleatoric uncertainty.ipynb		Resources -- 3c - Basic neural network in TensorFlow 2.0 -- Aleatoric uncertainty.ipynb
Typical_cnn.png		Typical_cnn.png

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