Genetic Algorithm, Curve Fitting, Reinforcement Learning, Iteration Value, Iteration Policy, FrozenLake-v1 Environment, Q-Learning, Hidden Markov Models, ML, Linear Regression, Multiple Regression, Classification, Decision Tree, K-Nearest Neighbors, Logistic Regression, Optimization, Random Forest, Gradient Boosting, XGBoost Classifier

Numerical Analysis Projects

A game where you slide a 2d surface (the screen) through a space of possible 300-dimensional voxels (up to 1000) defined by small pieces of code and artistic use of the high dimensional editing tools. Balls roll around pushing on the 300 dimensional heightmap, moving the screen in 300d.

Digital BH-loop algorithm

A kind of neuralnet that runs in browser where each node smoothly chooses between many neural activation functions (sine tanh log exp + * arcsine etc) and is trained without backprop, instead using calculus directly on the sum of squared loss of all weights and all training data at once. Not GPU optimized yet.

Digital BH-loop algorithm

This interactive web application demonstrates how neural networks can approximate virtually any continuous function, showcasing the Universal Approximation Theorem through real-time visualization.

A Simple Command Line Input Symbolic Regression Engine and Computer Algebra System (CAS) capable of discovering the laws of the universe, solving calculus, algebra, and trigonometrics.

🚀 This web application allows you to visualize and experiment with polynomial regression in real-time

🔬 SciPyMasterPro — A hands-on, modular project to master SciPy for statistics, optimization, linear algebra, curve fitting, and simulations. Includes 10+ Jupyter notebooks, an interactive Streamlit app, synthetic datasets, reusable utility functions, Dockerized setup, and cheatsheets for fast recall, portfolio building, and interview prep.

East java timelapse map of COVID-19 case count history and forecast.

pytcpl is a streamlined Python package that incorporates the levels 4 to 6 of tcpl+tcplFit2, providing concentration-response curve fitting and hit-calling. It utilizes the Invitrodb version 4.1 release (September 21, 2023) as backend database.

A talk and demo of how to do curve fitting with python