USING MACHINE LEARNING TO AUTOMATE CONTENT METADATA Gareth Seneque - - PowerPoint PPT Presentation
USING MACHINE LEARNING TO AUTOMATE CONTENT METADATA Gareth Seneque seneque@gmail.com @garethseneque https://search.abc.net.au THE PLAN! 1. What is the ABC/Search at the ABC 2. An overview of metadata the what/why 3. A platform: what
Gareth Seneque seneque@gmail.com @garethseneque https://search.abc.net.au
1. What is the ABC/Search at the ABC 2. An overview of metadata – the what/why 3. A platform: what have we built? 4. Automating transcription of audio content 5. Automated generation of keywords/synopses 6. Some fun! 7. The future?
social media and fake news, including 64% of LNP and 61% of One Nation voters;
they do trust social media;
(14%)”
Source: The Australia Institute http://www.tai.org.au/content/abc-still-australia-s-most-trusted-news-source
Matters podcast
episode name
keyword
sentence of article
lengthy article
Looking to the future…
something that can watch a YouTube video and tell a story about what happened”
Credit: 20th Century Fox
picking up the results, separating transcript from word-confidence scores/timestamps and pushing to our search index
transcripts
Scaling up end-to-end speech recognition (2014)
teetotaller ask their phone for directions
VS: “On May 13, 1968, students and workers joined together in Paris in one of the largest protests the France had seen. They threatened the stability of the national government and arguably shifted the way we think about protests and political demonstrations forever. Yet that is just a small part of the story of
– AWS Transcribe
A lot of this is taken directly from the example of the 1960s. And so this question of when the 1960s ends and its legacy I think is most apparent in the fact that in a lot of ways the 1960s hasn't ended yet, we are still grappling with many of these most basic ideas. Annabelle Quince: Zachary Scarlett, co-editor of The Third World in the Global 1960s. You also heard from: Gerard De Groot, author of Student Protest: The Sixties and After; Heike Becker, Professor of Anthropology at the University of the Western Cape; and Gerd-Rainer Horn, author of The Spirit of '68: Rebellion in Western Europe and North America, 1956-1976. The sound engineer is Russel Stapleton. I'm Annabelle Quince and you've been listening to Rear Vision on RN.
A lot of this is taken directly from the example of the nineteen sixties, and so this question of when the nineteen sixties ends and it's legacies, i think, is most apparent in the fact that in a lot of ways the nineteen sixties hasn't ended yet. We're still grappling with many of these most basic ideas. Sekeras scarlet, co editor of the third world in the global nineteen sixties. You also heard from gerard degroot, the author of student protest the sixties and after heika bika, professor of anthropology at the university of the western cape, and god rainer horn, author of the spirit of sixty
and this is revision on our end.
metadata for 600k objects
SOTA results across a range of tasks(Google’s BERT, OpenAI’s GPT-2, AllenAI’s ElMO)
mature/minimal approaches
Article: “Fact checking key claims of the 2019 federal election leaders' debate” – ABC News – 29/04/19
Water restrictions will be introduced in Sydney if drought conditions don't ease in the next three months, according a report on dwindling dam levels in New South Wales. The latest research from Sydney Water reveals levels across 11 dams in Greater Sydney are dropping faster than they have in decades. NSW Water Minister Melinda Pavey said Water Rise Rules — which recommend reducing shower time and fixing tap leaks — applied to everyone in Sydney, the Blue Mountains and Illawarra. Water levels in dams are dropping faster than they have in decades, according to new research by Sydney Water — edging Sydney closer to the re- introduction of water restrictions.
Article: Water restrictions loom for Sydney as drought continues to impact on dam levels – ABC News – 05/05/19
keywords/extractive summaries
corporate bonds including government and industrial bonds. But despite the presence of bonds from Australia, a divided market continues to pour in. The yield on the ASX 200 index on the first day of trading has dropped from 1.8 per cent to 1.6 per cent after the British economy was hurt by the global financial crisis. But it fell to 1.4 per cent on Friday, after the ASX 200 index was downgraded to junk status.
had been spotted on a beach in Indonesia. It was taken on the first of three days of tracking by a trapeze dog. It was originally thought the tiger was a female but it has now been confirmed that it is a male. Local fishermen were quick to point out that the picture was not meant for social media, but is a tribute to a friend who passed away in 2015. It's not the first time the tiger that has been spotted on a beach in Indonesia has been photographed.
Credit: @OriolVinyalsML – Google Deepmind
& downstream tasks
Framework for News Recommendation – Microsoft Research/Penn State University (2018)