Doc Zamora's ML & AI

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AutoML with PyCaret for Hepatitis-C Prediction

May 7, 20224 min read

Scientific Background Hoffmann et al. (2018), in their paper "Using machine learning techniques to generate laboratory diagnostic pathways—a case...

AutoML with PyCaret for Hepatitis-C Prediction

Tensorflow vs PyTorch

Apr 25, 20222 min read

This is something I have been asked frequently. Which should I learn? Are both required for a Data Scientist? Let's check the following benchmark I...

Tensorflow vs PyTorch

Bootstrapping vs Cross-Validation

Apr 17, 20224 min read

Boostraping Bootstrapping is a resampling technique with replacement; that is, we can choose on every sample a subset of elements that might be...

Bootstrapping vs Cross-Validation

P-Value Intuition: Flipping Two Coins Example

Apr 16, 20223 min read

To understand what a p-value is, I looked into some simple scenarios to explain this without having to get into probability density functions and...

P-Value Intuition: Flipping Two Coins Example

Covariance and Correlation Coefficient

Apr 13, 20224 min read

Covariance Covariance is a measure that help us understand if two independent variables vary together (also called joint variability). If the...

Covariance and Correlation Coefficient

Poisson Probability: Earthquakes in San Francisco

Apr 13, 20222 min read

What is it? The Poisson distribution (Haight, 1967) is a discrete probability distribution that expresses the probability of a given number of...

Poisson Probability: Earthquakes in San Francisco