Code Examples

Simplified DICE model

Climate Model
Integrated Assesment Model
DICE Model

A simplified Integrated Assesment Model calibration and projection.

Supervised LDA

NLP
topic modelling
sLDA

A hybrid between unsupervised and supervised learning that improves topic modelling by including guiding external information. In this post I go over Blei and Mcauliffe (2008) model with comments and derivations.

Estimating a simple regression on TensorFlow

Tensor Flow
regression

For those that know very well regressions but not so much about Tensor Flow, it is always a good idea to learn in a familiar enviroment.

Building a DNN from scratch in Julia

Neural Networks
julia
Deep Learning

This post shows how to build a deep neural network from scratch in Julia for the classic appication of building a clasifier of images of cats

A walk through the math of LDA

NLP
topic modelling
LDA

LDA has become an industry standard for topic extraction, this post revisit the math behind the model, from words to numbers.

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Code Examples