Published in Towards Data Science·6 days agoMember-onlyMaximum Likelihood Estimation from scratch in TensorFlow ProbabilityProbabilistic deep learning — Introduction This article belongs to the series “Probabilistic Deep Learning”. This weekly series covers probabilistic approaches to deep learning. The main goal is to extend deep learning models to quantify uncertainty, i.e. know what they do not know. We develop our models using TensorFlow and TensorFlow Probability. TensorFlow Probability is a…Data Science9 min readData Science9 min read

Published in Towards Data Science·Nov 22Member-onlyGentle Introduction to TensorFlow Probability — Trainable ParametersProbabilistic deep learning — Introduction This article belongs to the series “Probabilistic Deep Learning”. This weekly series covers probabilistic approaches to deep learning. The main goal is to extend deep learning models to quantify uncertainty, i.e. know what they do not know. We develop our models using TensorFlow and TensorFlow Probability (TFP). TFP is a…Data Science8 min readData Science8 min read

Published in Towards Data Science·Nov 17Member-onlyGentle Introduction to TensorFlow Probability: Distribution ObjectsProbabilistic deep learning — Introduction This article belongs to the series “Probabilistic Deep Learning”. This weekly series covers probabilistic approaches to deep learning. The main goal is to extend deep learning models to quantify uncertainty, i.e. know what they do not know. We develop our models using TensorFlow and TensorFlow Probability (TFP). TFP is a…Deep Learning8 min readDeep Learning8 min read

Published in Towards Data Science·Aug 3, 2021Member-onlyAnalysis of Variance — ANOVA with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics5 min readStatistics5 min read

Published in Towards Data Science·Jul 29, 2021Member-onlyAdvanced Regression Analysis with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics9 min readStatistics9 min read

Published in Towards Data Science·Jul 13, 2021Member-onlyInference for Categorical Data with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics9 min readStatistics9 min read

Published in Towards Data Science·Jul 6, 2021Member-onlyTwo-sample Inference for the Difference Between Groups with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics9 min readStatistics9 min read

Published in Towards Data Science·Jul 1, 2021Member-onlySignificance or Hypothesis Tests with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics13 min readStatistics13 min read

Published in Towards Data Science·Jun 22, 2021Member-onlyConfidence Intervals with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will cover some important statistics topics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Machine Learning14 min readMachine Learning14 min read

Published in Towards Data Science·Jun 16, 2021Member-onlySampling Distributions with PythonCollege Statistics with Python — Introduction In a series of weekly articles, I will be covering some important topics of statistics with a twist. The goal is to use Python to help us get intuition on complex concepts, empirically test theoretical proofs, or build algorithms from scratch. …Statistics13 min readStatistics13 min read