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Prince's Data Science Blog

Prince’s Data Science Blog

Reinforcement Learning

K-Armed Bandit Experiments Part 1
K-Armed Bandit Experiments Part 2
Asynchronous Dynamic Programming
Monte Carlo Control Experiments

Supervised Learning

The Bias-Variance Tradeoff
Multilayer Perceptron Experiments on Sine Wave Part 1
Multilayer Perceptron Experiments on Sine Wave Part 2
k-Fold Cross-Validation Experiments
Double Descent In Polynomial Fitting
Experiments: Editing Models with Task Arithmetic
Functional Attention Experiments

Unsupervised Learning

Beta-Variational Autoencoder Experiments
K-Means, Gaussian Mixtures, and the Expectation-Maximization Algorithm
PCA and Neural Network Autoencoder Connection

Simulations

Entropy Simulation
Simulating Success
Segregation and Peer Effects
Helio-centrics vs Planet-centric Models of the Solar System
GDP per Capita Projections

Probability

Distribution of the Sum of Random Variables vs Sum of Distributions

Finance

Simulating Risk of a Portfolio of Securities

Causal Inference

Where Convergent Cross-Mapping Fails

Thoughts and Short Stories

The Birth
On language, LLMs, and why we think certain Egyptian hieroglyphs are about helicopters

Index

By Prince Javier

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