33 open source projects by rasbt

Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"

STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)

A collection of various deep learning architectures, models, and tips

A collection of tools to collect and download various data.

The "Python Machine Learning (3rd edition)" book code repository

Code material for a data science tutorial

The "Python Machine Learning (1st edition)" book code repository and info resource

Machine learning with scikit-learn tutorial at PyData Chicago 2016

An ongoing fun challenge where I'll try to post one Python benchmark per day.

Machine learning with Python tutorial at MSU Data Science 2018

The "Python Machine Learning (2nd edition)" book code repository and info resource

Examples of matplotlib codes and plots

Course material for STAT 479: Machine Learning (FS 2019) taught by Sebastian Raschka at University Wisconsin-Madison

PyPrind - Python Progress Indicator Utility

An IPython magic extension for printing date and time stamps, version numbers, and hardware information

STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)

A repository with IPython notebooks of algorithms implemented in Python.

Course material for STAT 479: Machine Learning (FS 2018) at University Wisconsin-Madison

Course material for STAT 479: Deep Learning (SS 2019) at University Wisconsin-Madison

A collection of tutorials and examples for solving and understanding machine learning and pattern classification tasks

A machine learning approach to classify songs by mood.

A library of extension and helper modules for Python's data analysis and machine learning libraries.

Working with molecular structures in pandas DataFrames

Useful functions, tutorials, and other Python-related things

Supplementary material for the article "Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning"

Collection of PyTorch-related utility functions

Ordinal Regression tutorial for the International Summer School on Deep Learning 2019

A Python module to retrieve and compare SMILE strings of chemical compounds from the free ZINC online database

screenlamp is a Python toolkit for hypothesis-driven virtual screening

Code snippets for "Introduction to Deep Learning with TensorFlow" at PyData Ann Arbor Aug 2017

Various R lang related material for teaching.

A collection of useful tutorials for Protein Science

Intro to GAN Tutorial for the International Summer School of Deep Learning 2021 in Gdansk