Julien PascalNeural Networks: Unleashing the Power of Latent Space CompressionLearn more about why neural networks are so successful at solving high-dimensional problems.May 11, 2023May 11, 2023
Julien PascalinTowards Data ScienceA Visual Approach to Gradient Descent and other Optimization AlgorithmsVisualize the differences and similarities between gradient descent, gradient descent with momentum, RMSprop, and AdamDec 23, 20221Dec 23, 20221
Julien PascalinTowards Data ScienceDeep Equilibrium Models via Neural ODEsThe art of combining neural networks, fixed points and ordinary differential equationsOct 25, 2022Oct 25, 2022
Julien PascalinTowards Data ScienceLinear Model the Machine Learning WayThe Linear Model: Econ vs ML WaysMar 2, 2022Mar 2, 2022
Julien PascalinTowards Data ScienceLogistic Regression from ScratchThe logistic model is a building block in machine learning and many areas of social sciences. In this post, I explain how the derive the…Feb 18, 2022Feb 18, 2022
Julien PascalinTowards Data ScienceArtificial Neural Networks as universal function approximatorsArtificial Neural networks (ANN) are very trendy at the moment, and rightly so.Feb 12, 2022Feb 12, 2022
Julien PascalinTowards Data ScienceA Primer on Computer Vision with JuliaLearn how to recognize digits using a CNN and Julia.Dec 5, 20191Dec 5, 20191