antonyxsik Goto Github PK

astrophysics-projects

(2020) A series of projects analyzing data from the Nickel 1-m telescope regarding photon counting, spectra, and asteroid tracking.

bash-git-bootcamp

bootcamp for new AMS students at CSM COPY

decoding-gpt

df_zo_optimization

Learning and implementing derivative free (mostly gradient-approximating, zeroth order) optimization techniques.

gpt-api-access-tutorial

A quick tutorial that will allow those with API access to prompt OpenAI large language models (LLMs) if the web version limits them in some capacity.

intro-difeq-sagemath

(2021) Quick project where I taught undergraduates how to solve differential equations in Python. Built an example SIR model (system of differential equations to track the spread of a virus in epidemiology).

ittybittygpt

Coding up and training my own GPT from scratch. A learning experience for me, and hopefully a tutorial for others in the future!

latticekrigrpackage

Current source and development for the LatticeKrig R Package providing spatial interpolation for large data sets.

neuralnetexperiments

Writing basic NNs in Python or Julia (PyTorch, Numpy, Flux.jl)

normalization-paper

A repository containing the experimental LatticeKrig package version, and all supplementary code and figures for the paper: Normalizing Basis Functions: Approximate Stationary Models for Large Spatial Data

releasing-research-code

Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations)

spatial-statistics

(2022) The field that I am currently studying in. A set of projects using the fields package for spatial statistics.

speedingupr

(2022) A very simple guide to speeding up linear algebra/large matrix operations in R on personal Windows devices.

supercar-topspeeds

(2021) Undergrad project on calculating and predicting supercar top speeds using simulations backed by differential equations and predictions from logistic and linear regression.

unsupervised_anomaly_detect

(2023) The USAD architecture which I utilized for an anomaly detection task while doing research at NASA's JPL.