one-shot – Andrew Fairless, Ph.D.

What I Read: Few-Shot Learning

By Andrew Fairless on September 12, 2023September 4, 2023

https://saturncloud.io/blog/breaking-the-data-barrier-how-zero-shot-one-shot-and-few-shot-learning-are-transforming-machine-learning/ Breaking the Data Barrier: How Zero-Shot, One-Shot, and Few-Shot Learning are Transforming Machine LearningBy Christophe AttenWednesday, May 17, 2023 “The improvements made over the last almost two decades haveContinue readingWhat I Read: Few-Shot Learning

What I Read: Pre-Trained Models, Robotics

By Andrew Fairless on December 21, 2022November 5, 2022

https://sergeylevine.substack.com/p/general-purpose-pre-trained-models General-Purpose Pre-Trained Models in RoboticsCan we (pre-) train policies to control any robot for any task?Sergey LevineOct 16 “In robotics, learning policies from a small amount of data isContinue readingWhat I Read: Pre-Trained Models, Robotics

What I Read: Zero-Shot, K-Shot Learning

By Andrew Fairless on October 18, 2022September 9, 2022

https://www.datature.io/blog/zero-shot-and-k-shot-learning Comprehensive Guide to Zero-Shot and K-Shot LearningLeonard SoAugust 23, 2022 “Few-shot learning is a type of supervised learning that is intended to rapidly generalise to new tasks containing onlyContinue readingWhat I Read: Zero-Shot, K-Shot Learning

What I Read: Challenging AI to Learn Better

By Andrew Fairless on September 20, 2022August 22, 2022

https://www.quantamagazine.org/the-computer-scientist-trying-to-teach-ai-to-learn-like-we-do-20220802/ The Computer Scientist Challenging AI to Learn BetterAllison WhittenContributing WriterAugust 2, 2022Christopher Kanan is building algorithms that can continuously learn over time — the way we do. “Instead ofContinue readingWhat I Read: Challenging AI to Learn Better

What I Read: Neurons, Encode, Timing, Firing

By Andrew Fairless on August 4, 2021July 12, 2021

https://www.quantamagazine.org/a-new-kind-of-information-coding-seen-in-the-human-brain-20210707/ neuroscienceNeurons Unexpectedly Encode Information in the Timing of Their FiringElena RenkenContributing WriterJuly 7, 2021 “A temporal pattern of activity observed in human brains for the first time may explainContinue readingWhat I Read: Neurons, Encode, Timing, Firing

What I Read: “Less than one”-shot learning

By Andrew Fairless on February 4, 2021January 10, 2021

https://www.technologyreview.com/2020/10/16/1010566/ai-machine-learning-with-tiny-data/ Artificial intelligence/Machine learningA radical new technique lets AI learn with practically no data“Less than one”-shot learning can teach a model to identify more objects than the number of examplesContinue readingWhat I Read: “Less than one”-shot learning

What I Read: Neural Architecture Search

By Andrew Fairless on January 26, 2021December 31, 2020

https://lilianweng.github.io/lil-log/2020/08/06/neural-architecture-search.html Neural Architecture SearchAug 6, 2020 by Lilian Weng “Automatically learning and evolving network topologies is not a new idea (Stanley & Miikkulainen, 2002). In recent years, the pioneering workContinue readingWhat I Read: Neural Architecture Search

What I Read: GPT-3, The New Mighty Language Model

By Andrew Fairless on December 28, 2020December 20, 2020

https://towardsdatascience.com/gpt-3-the-new-mighty-language-model-from-openai-a74ff35346fc?gi=a6255cca8370 GPT-3: The New Mighty Language Model from OpenAIPushing Deep Learning to the Limit with 175B ParametersMoiz SaifeeMay 31 “While this type of transfer learning obviates the need to useContinue readingWhat I Read: GPT-3, The New Mighty Language Model

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