JVMora

Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

pytudes

Python programs, usually short, of considerable difficulty, to perfect particular skills.

machine_learning_basics

Plain python implementations of basic machine learning algorithms

stat-cookbook

:orange_book: The probability and statistics cookbook

pymc-resources

PyMC educational resources

StudyBook

Study E-Book(ComputerVision DeepLearning MachineLearning Math NLP Python ReinforcementLearning)

Doing_bayesian_data_analysis

Python/PyMC3 versions of the programs described in Doing bayesian data analysis by John K. Kruschke

Plotly-Dashboards-with-Dash

This is the repo for the Udemy Course Python Dashboards with Plotly's Dash

deepbayes-2019

Practical assignments of the Deep|Bayes summer school 2019

cookbook-2nd-code

Code of the IPython Cookbook, Second Edition, by Cyrille Rossant, Packt Publishing 2018 [read-only repository]

bayesian-analysis-recipes

A collection of Bayesian data analysis recipes using PyMC3

2019-CS109A

https://harvard-iacs.github.io/2019-CS109A/

ThinkBayes

Jupyter Notebooks derived from Allen Downey's book Think Bayes.

MML-Companion

This is a companion to the ‘Mathematical Foundations’ section of the book, Mathematics for Machine Learning by Marc Deisenroth, Aldo Faisal and Cheng Ong, written in python for Jupyter Notebook.

CompStats

Code for a workshop on statistical interference using computational methods in Python.

optimizers

examples of lp optimization in python

Computational-statistics-with-Python

Resources for STA 633 class

ai4ess-hackathon-2020

Programs

Programs

pymc3_quickstart_guide

All-that-likelihood-with-PyMC3

sta-663-2018

Data-Science-Resources

Data Science related resources and cheatsheets

PyData2015

scipy-japan-2019

NumPy tutorial given at SciPy Japan 2019

scientific-python-workshop

Scientific Python Programming Workshop, April 2016 Australia

bayesian-stats-simulation-tutorial

Bayesian statistical modelling using numpy and PyMC3. Telling stories using the language of probability. And more!

Algorithm-Design-Manual

Data structures, algorithms, and practice problems from Steven S. Skiena's "The Algorithm Design Manual" (Second Edition).

data_science_course

Scientific computing using Python, IPython and Scikits.

Python-algorithm-study

What I made while studied Problem Solving with Algorithms and Data Structures using Python Also include some solutions of exercises or quizzes