Top Tweets for #ColCo2020
Proceedings of #COLCO2020 published: https://t.co/SVhm4MYZK0 - thanks a lot to all contributors! #archives #collections #digihum #digitalcollections
Collect & Connect: Linked Data and Holocaust-Era Art Markets: Gaps and Dysfunctions in the Knowledge Supply Chain #Video
#colco2020
https://t.co/kLcX1xuJRs
Videos of the presentations of #COLCO2020 are online available for the next two weeks.
https://t.co/yDbCdFrGRl
Right now at #COLCO2020. Discover the fascinating manuscript "The Nature of Turkestan" which Ernst Kleiber wrote and illustrated during his time as POW in #CentralAsia during WWI. #Transcribathon @Europeanaeu @Europeana1914 @FFHistorians #citizenscience https://t.co/W9i3kLa5q8
A really powerful idea from Lambert Schomaker to finish #COLCO2020 : "an observatory for image labels"
Delightful keynote by Lambert Schomake: his image of an ideal future is that all #AI projects share their triplets and labels among the various approaches to improve all projects #collaborate #commons Indeed, collaboration and standardization requires investment #ColCo2020
Delightful keynote by Lambert Schomake: his image of an ideal future is that all #AI projects share their triplets and labels among the various approaches to improve all projects #collaborate #commons Indeed, collaboration and standardization requires investment #ColCo2020
Monk: meant for Humanities scholars, generate a keyword index of (pixel) image files of (unperfect) manuscript pages, centralized, with all quality precise labels (for images), with #ML trained specialist and system that continuously improve #AI https://t.co/AT0bXCieuW #ColCo2020
#COLCO2020 Fabulous talk by @MonkTrainer
Keynote Lambert Schomaker: From Pixels to Knowledge Using AI & Closing of conference
https://t.co/Ykw0hWlwZj
Lambert Schomaker shows successful #AI deep learning projects beyond handwriting (one of the toughest content) and acknowledges the #footprint taxing the environment that such work implies #ColCo2020
MONK minuses:
Need for object IDs: original scans more important than originally envisaged. Lines as an entity important (for ML, maybe not for humanities researchers).
Computational load (high energy cost of computation)
#COLCO2020
MONK minuses:
- word-image approach, only recognises trained words
- ingest of complex layouts requires human expertise
- "after the rush": initial enthusiasm tails off, user motivation may drop. Overcoming this using active learning to direct user
#COLCO2020
MONK pluses: system used in education &
other escience functions: classification, prediction, writer ID, dating, page-layout classification
#COLCO2020
MONK evaluation - pluses:
- word based approach - applicable across languages.
- ingest of regular layouts simple
- old fashioned interface but users like it
- aggregation of labels allows for quick reuse over collections
#COLCO2020
@Lottewilms The recording of Gaps and Dysfunctions in the Knowledge Supply Chain: Linked Data and Holocaust Era Art Markets is now up! #COLCO2020
https://t.co/qVaKkUP41Y
the #value of this work = linking an image and a language (at core of Monk), bc multiple future uses. Monk developed a snowball method where recognition / ranking process alternates to improve results #ColCo2020
Think of MONK as "an observatory for labels". An image - label tuple is extremely valuable data, usable for decades into the future #COLCO2020
Lambert Schomaker keynote mentioning a new concept for me: *Life Long Machine Learning* in which the machine can receive new labels with unknowns and these can be adopted for retraining #interactivesupercomuting #ColCo2020
Must acknowledge dynamic nature of collections - needs lifelong approach to machine learning rather than a set "lab" period #COLCO2020
Lambert Schomaker keynote closing #COLCO2020 describing the MONK tool - aims to be a "google for handwriting" a tool to identify what / when / who
Moving into the closing address for #COLCO2020 Very grateful to my colleague @mayrlibrary C. Rinaldo for alerting me to the conference. It’s been thought provoking!
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