| Limits of AI | What Artificial Intelligence Can and Can’t Do Right Now (11/2016) by Andrew Ng - Dr. Ng is co-author on the paper that introduced latent dirichlet allocation (JMLR 2003), as well as one of the most highly cited papers about crowdsourcing (EMNLP 2008) The humans working behind the AI curtain (1/9/2017) by Mary Gray & Siddharth Suri The Brain vs Deep Learning Part I: Computational Complexity (7/2015) by Tim Dettmers |
| ML + HComp | Crowdsourcing Feature Discovery via Adaptively Chosen Comparisons paper (11/2015) Flock: Hybrid crowd-machine learning classifiers paper (2015) by Justin Cheng & Michael S Bernstein Flock: Hybrid crowd-machine learning classifiers paper (2015) by Justin Cheng & Michael S Bernstein Crowdsourcing in Computer Vision paper (2014) by Kovashka, Russakovsky, Fei-Fei, Grauman |
| Conferences/Workshops |
AI-centric
AAAI 2017 conference (2/2017) AAAI 2017 Workshop on Human-Machine Collaborative Learning (2/2017) - AI-centric AAAI 2017 Workshop on Crowdsourcing, Deep Learning, and Artificial Intelligence Agents (2/2017) - AI-centric NIPS 2016 Workshop on Crowdsourcing and Machine Learning workshop (12/2016) - ML-centric Collective intelligence conference (6/2017) - HCI-centric, 2nd-tier Mixture of AI, HCI, IR, …
WWW 2017 – Crowdsourcing track conference (4/2017) - mixture of AI, HCI, and other perspectives, 2nd-tier HCOMP 2017 (AAAI Conference on Human Computation and Crowdsourcing) (10/2017) - mixture of AI and HCI perspectives, 2nd-tier but consistently strong and competitive HCOMP 2016 Workshop on Human Computation for Image and Video Analysis (11/2016) HCI-centric
CHI 2017 conference (5/2017) - HCI-centric, top-tier, always has multiple sections with high-quality crowd work UIST 2017 conference (10/2017) - HCI-centric, top-tier, always has high-quality crowd work CSCW 2017 conference (2/2017) - HCI-centric, top-tier, always has high-quality crowd work |
| Mechanical Turk |
Mechanical Turk: Requester home Requester Best Practices Guide document (6/2011) from Amazon |
| Writing instructions |
Printed instructions: can research make a difference? literature review from book by Prof. Patricia Wright - also freely available via lib.purdue.edu Instructions and procedures textbook chapter (2009) from Technical Communication by Profs. John Lannon & Laura J. Gurak Instructions: Tell them how to do it from online technical writing textbook by Dr. David McMurrey Instructions: how to write guides for busy, grouchy people blog post (7/16/2011) by Prof. Dennis G. Jerz The elements of good instructions from technical writing course by Prof. Gian Pagnucci The small print: writing user interface instructions (2/2010) by Connie Malamed Guidelines for Writing Clear Instructions and Messages for Voters and Poll Workers (5/2009) from NIST (National Institute of Standards and Technology) |
| Form design |
Forms that Work: Designing Web Forms for Usability book (2008) by Caroline Jarrett and Gerry Gaffney - also freely available via lib.purdue.edu Web Form Design: Filling in the Blanks book (2009) by Luke Wroblewski - not free Creating Usable Online Forms blog post (4/1/2008) from usability.gov by Heidi A. Uliasz Opinion: Placeholders in form fields are harmful blog post (5/11/2014) from Nieldsen Norman Group by Katie Sherwin Opinion: Progressive disclosure: valid or sneaky? blog post (5/31/2014) from Forms that work (web site about book) by Gianpiero Di Gianvittorio Optimizing online forms blog post (6/16/2014) from designmodo by Paula Borowska Extensive guide to web form usability blog post (11/8/2011) from Smashing Magazine The Form Usability Treasure Trove: 42+ Top Resources blog post (7/7/2014) from UserTesting.com by Phil Sharp 23 forms and data entry usability guidelines guidelines (2009) from Userfocus.co.uk by Dr. David Travis |
| Security | |
| Good writing |
Best paper awards in CS conferences, including CHI, UIST, WWW, AAAI Computer Science Writing by Renée J. Miller Writing CS paper by Christoph Wernhard Advice on Research and Writing index by Mark Leone How to write slides by Time Kovacs, Peter Flach How to write a great research paper video from Microsoft Research Cambridge by Simon Peyton Jones - 34m24s How to write a computer science paper by Lorenz Froihofer - introductory, very high level Writing for Computer Science book by Justin Zobel - available in print and online through Purdue Library, ISBN 1447166388 Academic writing for computer science guide from Rochester Institute of Technology by Richard Zanibbi |
| Videos |
Hints for Making Good Videos guide by George Robertson, Marc H. Brown UIST Conference Videos - hardward-centric |
| Bad writing |
How to write a BAD article slides by Fredo How to write the WORST paper ever slides by Mark J. Boone |
| Other |
How to have a bad career in research/academia slides + audio by David A. Patterson |
Links for technologies (e.g., Python, Flask, JavaScript, etc.) are on the Tools page.