tonydurst's repositories
tonydurst.com
personal website
handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
Robyn
Robyn is an experimental, automated and open-sourced Marketing Mix Modeling (MMM) code from Facebook Marketing Science. It uses various machine learning techniques (Ridge regression with cross validation, multi-objective evolutionary algorithm for hyperparameter optimisation, gradient-based optimisation for budget allocation etc.) to define media channel efficiency and effectivity, explore adstock rates and saturation curves. It's built for granular datasets with many independent variables and therefore especially suitable for digital and direct response advertisers with rich dataset.
zipcodeR
Makes dealing with ZIP codes in R easier
funneljoin
Join tables based on events occurring in sequence in a funnel.
censusxy
R package for calling the U.S. Census Bureau's Geocoder API
RMD
Content for the webinar "Intro to RMD, Parameterized Reports, and Publishing to Connect"
shiny-app-webinar
Content for "How to Build a Shiny App From Scratch" webinar
Complete-Python-3-Bootcamp
Course Files for Complete Python 3 Bootcamp Course on Udemy
AnomalyDetection
Anomaly Detection with R
causal-inference-intro
A quick introduction to the causal inference in R using the CausalImpact package
learn-python3
Jupyter notebooks for teaching/learning Python 3
ML-workflow-caret
Supervised Machine Learning workflow in R with multiple modelling using caret in R
networkx
Official NetworkX source code repository.
tychobra_presentations
Tychobra presentations
amss-1
Learn Bayesian Regression on simulated dataset
fuzzyjoin
Join tables together on inexact matching
Resources_and_Bookmarks
Personal bookmarks and cheat sheets
fivethirtyeight
R package of data and code behind the stories and interactives at FiveThirtyEight
blogR
.Rmd files for blogR
ggplot2
An implementation of the Grammar of Graphics in R
data
Data and code behind the articles and graphics at FiveThirtyEight
jupyter
Jupyter metapackage for installation, docs and chat
PythonDataScienceHandbook
Python Data Science Handbook: full text in Jupyter Notebooks
ggplot2-book
The ggplot2 book
Installations_Mac_Ubuntu_Windows
Installations for Data Science. Anaconda, RStudio, Spark, TensorFlow, AWS (Amazon Web Services).