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mathematics-for-machine-learning

A set of notes, in the form of a simple Github Pages site, which will serve as a complete crash course on the various areas of mathematics essential to understanding machine learning.

memeproject

Dank Learning codebase, generate a meme from any image using AI. Uses a modified version of the Show and Tell image captioning network

ml-cs-practice

must-read-papers-for-ml

Collection of must read papers for Data Science, or Machine Learning / Deep Learning Engineer

notebooks

Jupyter Notebooks with Fluent Python examples

pipeline

PipelineAI Kubeflow Distribution

plant_seed_clf_nn_model

Demo showing how to automate your CI/CD pipeline to train NN model using Github Actions on AWS Sagemaker

predicting-flight-delays

Using historical data and machine learning magic to predict flight delays

prefect

The easiest way to automate your data

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 ;)

project-pubg

A web app to figure out PUBG playing strategy

pycon-pandas-tutorial-brandon-rhodes

Pycon2015 Brandon Rhodes - Pandas from the Ground Up, exercises, and notebook

pysyft

A library for encrypted, privacy preserving machine learning

python-cheatsheet

Basic Cheat Sheet for Python (PDF, Markdown and Jupyter Notebook)

python-design-patterns

Tutorial on various Python Design Patterns with Examples and Description

python-docs-samples

Code samples used on cloud.google.com

redshift-immersionday-labs

This GitHub project provides a series of lab exercises which help users get started using the Redshift platform.

rideshare_regression

self-driving-car

simple-clock-app

Simple dummy clock app for testing AWS purposes only

sql-api-wrappers

Python SQL Databases API Wrappers

terraform-mlops

Helpful terraform scripts for ML infra

testing-and-monitoring-ml-deployments

Example project for the course "Testing & Monitoring Machine Learning Model Deployments"

train_ml_with_github_actions

Learn how to do train a simple ML model with Github Actions

trec-covid-ir

twitoff

A web application for comparing Twitter users

twyboard

TwyBoard - A Near Real-Time Twitter Discovery Platform build with AWS

ubuntu-tensorflow-pytorch-setup

Setup of TensorFlow and PyTorch on Ubuntu 18.04 -- the easy way!

vllm-docker-traefik

vLLM with Traefik for reverse proxy and load balancing

workshops

A few exercises for use at events.