YaleDHLab/lab-workshops

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YaleDHLab/lab-workshops

YaleDHLab

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Materials for workshops on text mining, machine learning, and data visualization

DHLab Workshops

Welcome to the landing page for workshops taught by Yale University's Digital Humanities Lab. This repository contains code, data, and visualizations from past workshops. If you're interested in working through the materials, follow the links below to access the relevant subdirectories in this repository. If you're a Yale affiliate and would like to propose a future workshop on data mining or humanities programming, open an issue for this repository or get in touch via email!

Creation Date	Topic
05-24-2016	Plotting the distribution of keywords in a single text with R
05-31-2016	Plotting the distributions of keywords in multiple texts with R
07-14-2016	Web Scraping with Unix and Python
08-18-2016	Building a Bookworm on a Linux Server
09-20-2016	Topic Modeling with R
09-27-2016	Introduction to the Command Line
10-11-2016	InPho Topic Explorer
01-26-2017	Introduction to React.js
04-13-2017	Google Analytics with R
04-18-2017	Introduction to Git and Github
04-20-2017	Introduction to ggplot2
09-26-2017	Named Entity Recognition with Stanford's CoreNLP
10-17-2017	Introduction to Story Maps
10-25-2017	Introduction to JavaScript
11-10-2017	Command Line Git
11-28-2017	Introduction to D3
03-09-2018	Topic Modeling with Python
03-26-2018	GitHub Pages
10-03-2018	Introduction to Machine Learning
04-17-2019	Creating Art with Neural Networks
11-01-2019	Introduction to Word Vectors
12-10-2019	Creating Art with Neural Networks
01-23-2020	Text Recognition with Adobe Acrobat & ABBYY Finereader
02-27-2020	Neural Style Transfer with RunwayML
06-02-2020	Guide for Getting Started with Tropy
06-22-2020	Data Visualization with Tableau Public
10-01-2020	First Steps with Python
10-15-2020	Getting Started with Application Programming Interfaces (APIs)
10-22-2020	Intro to HTML Parsing with Python
10-29-2020	Getting Started with Networks
11-05-2020	Classification with Python
12-03-2020	Color Analysis with Python
12-10-2020	Analyzing Image Similarity with Python

DHLab Python for Humanists Series

Sequence Number	Topic
01	First Steps with Python
02	Getting Started with Application Programming Interfaces (APIs)
03	Intro to HTML Parsing with Python
04	Getting Started with Networks
05	Classification with Python
06	Color Analysis with Python
07	Analyzing Image Similarity with Python

pix-plot

A WebGL viewer for UMAP or TSNE-clustered images

intertext

Detect and visualize text reuse

flask-react-boilerplate

Simple boilerplate for a Flask backend and React client

neural-neighbors

A simple web application for browsing similar images

wordmap

Visualize large text collections with WebGL

lexis-nexis-wsk

Convenience wrappers for the Lexis Nexis WSK API

pointgrid

Transform a 2D point distribution to a hex grid to avoid overplotting in data visualizations

iiif-downloader

A simple utility for downloading images from IIIF servers

humanities-data-mining

Materials for YData Course "Humanities Data Mining"

voynich

Analyzing the Voynich Manuscript with computer vision

Jupyter Notebook

shears

Extract image content from historical book scans

vertices

Extract fixed-size vertex data from .obj and .jpg files

ensemble-at-yale

Crowdsourcing the transcription of Yale playbills - http://bit.ly/ensemble-at-yale

dancing-with-data

Generating 3D Dance Sequences with Neural Networks

Jupyter Notebook

realtime-image-layout

Visualize images from a IIIF manifest using client-side mobilenet image vectors

image-segmentation

Utilities for image segmentation tasks

vggface

@rcmalli's keras-vggface library updated to Tensorflow 2

lexis-bulk-api

A simple Python wrapper around the Lexis Nexis Bulk API

realtime-layout

Boilerplate for creating TSNE and UMAP layouts with JavaScript in realtime

ani-yun-wiya

ᎠᏂᏴᏫᏯ Theme for Omeka 2.x. Based on Interactive Mechanics’ Omega Starter Theme.

dhlab-site

nhba

A digital archive of New Haven's architecture

omeka-plugin-Casify

Protect restricted Omeka routes with CAS

mtcnn

@ipazc's mtcnn library updated to Tensorflow 2

stylegan2-helpers

Automates a bunch of steps to go from a folder of images to a trained network using stylegan2

intertext-client

The client application for https://github.com/YaleDHLab/Intertext

image_datasets

Image datasets for computer vision projects in Python

jekyll-working-group

Because everyone loves a good static file site

voices

Semi-private archives of user-submitted materials

facenet

A packaged version of David Sandberg's Facenet implementation

chirila

A database of Australian languages

minimal-jekyll-starter

Minimal boilerplate for building a Jekyll site with a custom theme

variant-viewer

Display line-level variants across print/manuscript editions

dh-rees

Digital Humanities and Russian & East European Studies at Yale

omeka-plugin-PaginateCollections

Omeka plugin that adds pagination to collections pages within the ᎠᏂᏴᏫᏯ Theme.

gathering-a-building

Tracing Yale University's campus architecture

three-boilerplate

Minimal boilerplate for three.js apps

bookworm-docker

Docker image for running BookwormDB

TensorFlow-CUDA

Setting up NVIDIA CUDA-enabled TensorFlow on Ubuntu x64

passages-to-freedom

Mapping the journeys slaves took to freedom

2018-03-12-YUL

scroll_viewer

Support for zoomified large images + cursor positioning

ensembleatyale-tools

Backend tools for processing theatrical data at Yale.

bookworm-pq

Tools for processing vendor data for use in Bookworm

minimal-bookworm

Visualize term distributions over time

daily-mongo-backups

Email yourself mongo db backups every day

development-timelines

Chart GitHub Development Timelines

vectorized-minhash

A fork of @bradhackinen's vminhash that's installable as a module

dante-at-hand

Reading women reading Dante

trails

Visualizing massive datasets with WebGL