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deeplearning-models
A collection of various deep learning architectures, models, and tipspython-machine-learning-book
The "Python Machine Learning (1st edition)" book code repository and info resourcepython-machine-learning-book-2nd-edition
The "Python Machine Learning (2nd edition)" book code repository and info resourcemlxtend
A library of extension and helper modules for Python's data analysis and machine learning libraries.python-machine-learning-book-3rd-edition
The "Python Machine Learning (3rd edition)" book code repositorypattern_classification
A collection of tutorials and examples for solving and understanding machine learning and pattern classification taskspython_reference
Useful functions, tutorials, and other Python-related thingsdeep-learning-book
Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"machine-learning-book
Code Repository for Machine Learning with PyTorch and Scikit-Learnmatplotlib-gallery
Examples of matplotlib codes and plotswatermark
An IPython magic extension for printing date and time stamps, version numbers, and hardware informationmachine-learning-notes
Collection of useful machine learning codes and snippets (originally intended for my personal use)stat479-machine-learning-fs19
Course material for STAT 479: Machine Learning (FS 2019) taught by Sebastian Raschka at University Wisconsin-Madisonscipy2023-deeplearning
pyprind
PyPrind - Python Progress Indicator Utilitystat453-deep-learning-ss20
STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)stat479-deep-learning-ss19
Course material for STAT 479: Deep Learning (SS 2019) at University Wisconsin-Madisonalgorithms_in_ipython_notebooks
A repository with IPython notebooks of algorithms implemented in Python.stat479-machine-learning-fs18
Course material for STAT 479: Machine Learning (FS 2018) at University Wisconsin-Madisonmusicmood
A machine learning approach to classify songs by mood.stat453-deep-learning-ss21
STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2021)stat451-machine-learning-fs20
STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)datacollect
A collection of tools to collect and download various data.data-science-tutorial
Code material for a data science tutorialLLM-finetuning-scripts
One-Python-benchmark-per-day
An ongoing fun challenge where I'll try to post one Python benchmark per day.pydata-chicago2016-ml-tutorial
Machine learning with scikit-learn tutorial at PyData Chicago 2016stat451-machine-learning-fs21
cvpr2023
faster-pytorch-blog
Outlining techniques for improving the training performance of your PyTorch model without compromising its accuracymsu-datascience-ml-tutorial-2018
Machine learning with Python tutorial at MSU Data Science 2018protein-science
A collection of useful tutorials for Protein Sciencemarkdown-toclify
A Python command line tool that creates a Table of Contents for Markdown documentscyclemoid-pytorch
Cyclemoid implementation for PyTorchMachineLearning-QandAI-book
Machine Learning Q and AI booksmilite
A Python module to retrieve and compare SMILE strings of chemical compounds from the free ZINC online databasepytorch-memory-optim
This code repository contains the code used for my "Optimizing Memory Usage for Training LLMs and Vision Transformers in PyTorch" blog post.DeepLearning-Gdansk2019-tutorial
Ordinal Regression tutorial for the International Summer School on Deep Learning 2019model-eval-article-supplementary
Supplementary material for the article "Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning"nn_plus_gzip
Gzip and nearest neighbors for text classificationLLMs-from-scratch
Implementing ChatGPT-like LLMs from scratch, step by stepinterpretable-ml-article
Code examples for my Interpretable Machine Learning Blog SeriesR_snippets
R Scripts for general data analysis and plottingnumpy-intro-blogarticle-2020
Jupyter Notebook for the "Scientific Computing in Python: Introduction to NumPy and Matplotlib" blog articleblog-finetuning-llama-adapters
Supplementary material for "Understanding Parameter-Efficient Finetuning of Large Language Models: From Prefix Tuning to Adapters"mputil
Utility functions for Python's multiprocessing standard library modulepybibtex
Utility functions for parsing BibTeX files and creating citation reference lists.mytorch
Collection of PyTorch-related utility functionsposit2023-python-ml
Workshop materials for posit::conf(2023)comparing-automatic-augmentation-blog
Comparing four automatic image augmentation techniques in PyTorch: AutoAugment, RandAugment, AugMix, and TrivialAugmentpytorch-fabric-demo
Hbind
Calculates hydrogen-bond interaction tables for protein-small molecule complexes, based on protein PDB and protonated ligand MOL2 structure input. Raschka et al. (2018) J. Computer-Aided Molec. Designscipy2022-talk
gradient-accumulation-blog
Finetuning BLOOM on a single GPU using gradient-accumulationscreenlamp
screenlamp is a Python toolkit for hypothesis-driven virtual screening2021-issdl-gdansk
Intro to GAN Tutorial for the International Summer School of Deep Learning 2021 in Gdanskpredicting-activity-by-machine-learning
Activity From Virtual Screening Code RepositoryBondPack
A collection of PyMOL plugins to visualize atomic bonds.uw-madison-datacience-club-talk-oct2019
Slides and code for the talk at UW-Madison's Data Science Club, 10 Oct 2019siteinterlock
A novel approach to pose selection in protein-ligand docking based on graph theory.low-rank-adaptation-blog
R-notes
Various R lang related material for teaching.2021-pydata-jeddah
Materials for "Transformers from the Ground Up" at PyData Jeddah on August 5, 2021b3-basic-batchsize-benchmark
Experiments for the blog post "No, We Don't Have to Choose Batch Sizes As Powers Of 2"ViT-finetuning-scripts
Vision transformer finetuning scriptsdatapipes-blog
Code for the DataPipes articlesrgan-lightning-blog
Sharing Deep Learning Research Models with Lightning Part 1: Building A Super Resolution Apptry-lion-optimizer
mnist-pngs
MNIST files in PNG formatpy-args
Python command line tools as productivity supplements for Posix systemsecml-teaching-ml-2021
HbindViz
Tools for generating hydrogen-bond interaction visualizations from Hbindprotein-recognition-index
Protein Recognition Index (PRI), measuring the similarity between H-bonding features in a given complex (predicted or designed) and the characteristic H-bond trends from crystallographic complexesord-torchhub
Ordinal Regression PyTorch Hubcompair
Model evaluation utilitiestorchmetrics-blog
Code for "TorchMetrics -- How do we use it, and what's the difference between .update() and .forward()"rasbt
advent-of-code-2016
My Solutions for the Advent of Code 2016bugreport
A repository to store code examples to reproduce issues for bug reports.bookgiveaway-2022-wordcloud
Word cloud from the results of the book-giveawaypycon2024
Tutorial Materials for "The Fundamentals of Modern Deep Learning with PyTorch"Love Open Source and this site? Check out how you can help us