ODSC - Open Data Science

APRIL 28, 2023

Editor’s note: Benjamin Batorsky, PhD is a speaker for ODSC East 2023. In the first example, we’ll be defining an architecture based on a Convolutional Neural Network (CNN) The dataset We’ll be using the same dataset as last time; a collection of 50k reviews from IMDB which are labeled as either positive or negative.

Deep Learning 98

Deep Learning Convolutional Neural Networks Neural Network NLP 98

Marktechpost

JUNE 23, 2023

The researchers then review the existing VLP models and how they adapt and emerge in the field on different fronts. E.g., while analyzing a video, you undertake the audio, the transcription, and the speaker’s facial expression to truly “understand” the context.

BERT 52

BERT AI Tools Categorization AI 52

Sebastian Ruder

NOVEMBER 14, 2022

Developing models that work for more languages is important in order to offset the existing language divide and to ensure that speakers of non-English languages are not left behind, among many other reasons. Around 400 languages have more than 1M speakers and around 1,200 languages have more than 100k [1].

Natural Language Processing 52

Natural Language Processing NLP Computational Linguistics AI 52

AWS Machine Learning Blog

NOVEMBER 14, 2023

Content moderators are often employed to review user-generated content and check that it’s safe and compliant with your terms of use. HARASSMENT_OR_ABUSE – Speech that imposes disruptive power dynamics between the speaker and hearer (regardless of intent), seeks to affect the psychological well-being of the recipient, or objectifies a person.

Natural Language Processing 91

Natural Language Processing Categorization ML Machine Learning 91

DataRobot Blog

MARCH 9, 2022

Clearly the speaker is raining praise on someone with next-level intelligence. It’s notable for the fact that it contains over 11,000 sentences, which were extracted from movie reviews and accurately parsed into labeled parse trees. One model developed by OpenAI trains on 82 million Amazon reviews that it takes over a month to process!

Machine Learning 52

Machine Learning Neural Network Convolutional Neural Networks Deep Learning 52

Google Research AI blog

JANUARY 18, 2023

By training on many different examples of particular categories of objects (e.g., lots of single images of different cats), we can learn enough about the expected 3-D structure of objects to create a 3-D model from just a single image of a novel category (e.g., just a single image of your cat, as shown in the LOLCats clips below).

Computer Vision 132

Computer Vision Auto-classification Large Language Models Neural Network 132

AI Impacts

DECEMBER 22, 2022

Halting categories of work until strong confidence in its safety is possible, e.g. as would occur if AI researchers agreed that certain systems posed catastrophic risks and should not be developed until they did not. I think there are many other things that could be in this list, but I don’t have time to review them at the moment.

AI 130

AI AI AI Researcher AI Research 130

Probably Approximately a Scientific Blog

AUGUST 14, 2018

Let’s say we are trying to predict the sentiment of restaurant reviews. It has been trained on conversations by mostly American native English speakers with little background noise, which is available in large-scale. It doesn’t work well, definitely not human-level performance, for other languages, accents, non-native speakers, etc.

Deep Learning 52

Deep Learning NLP Neural Network Machine Learning 52

Google Research AI blog

JANUARY 24, 2023

Societal Context Data: We used our experimental societal context repository (SCR) to supply the Perspective team with auxiliary identity and connotation context data for terms relating to categories such as ethnicity, religion, age, gender, or sexual orientation — in multiple languages.

Responsible AI 99

Responsible AI AI AI ML 99

AI Impacts

MAY 14, 2024

low enough water in the Mississippi River to hinder barge traffic, heat waves, major fires in Yellowstone, and a Category 5 hurricane in the fall. The first climate skeptic publication by a major conservative think tank was in 1991, before Clinton & Gore were elected or Gingrich became Speaker of the House. 15 Some history.

Explainability 147

Explainability AI AI 147