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Patterns for Building LLM-based Systems & Products

Evals, RAG, fine-tuning, caching, guardrails, defensive UX, and collecting user feedback. ....

United States , Anderson Darario , Wen Yang , Erick Enriquez , Jonathan Frankle , Faraz Farzin , Iryna Gurevych , Sebastian Ruder , Google Bard , Dmitrya Yashunin , Percy Liang , Xiang Lisa , Dan White , Akash Kumar Mohankumar , Siddhi Sundar , Tim Dettmers , Eval Driven Development , International Conference On Machine , Anisotropic Vector Quantization International Conference On Machine , Community License Agreement Section , Journal Of Machine Learning Research , Association For Computational Linguistics , Mission Impossible , Bilingual Evaluation Understudy , Recall Oriented Understudy , Gisting Evaluation ,

Contrastive Representation Learning

The goal of contrastive representation learning is to learn such an embedding space in which similar sample pairs stay close to each other while dissimilar ones are far apart. Contrastive learning can be applied to both supervised and unsupervised settings. When working with unsupervised data, contrastive learning is one of the most powerful approaches in self-supervised learning.
Contrastive Training Objectives In early versions of loss functions for contrastive learning, only one positive and one negative sample are involved. ....

Prannay Khosla , Wang Isola , Salakhutdinov Hinton , Jason Wei , Ekind Cubuk , Lajanugen Logeswaran , Phillip Isola , Dmitry Kalenichenko , Tianyu Gao , Yazhe Li Oriol Vinyals , Joshua Robinson , Logeswaran Lee , Ching Yao Chuang , Monte Carlo , Geoffrey Hinton , Mathilde Caron , Florian Schroff , Iryna Gurevych , Geoff Hinton , Cutmix Yun , Nicolas Papernot , Aapo Hyv , Bohan Li , Dinghan Shen , Sumit Chopra , Wei Zou ,

International Workshop on Arabic Big Data and AI to be held at QNL auditorium on May 11-12

The International Workshop on Arabic Big Data and AI (IWABigDAI 2022) is coming to Qatar on May 11 and May 12, 2022. Hosted in the QNL Auditorium, the inaugural. ....

Ad Daw Ah , Iryna Gurevych , Nizar Habash , Tim Baldwin , Imed Zitouni , Meta Facebook , Wajdi Zaghouani , Darmstadt University , Big Tech Companies , International Workshop On Arabic Big Data , College Of Humanities , International Workshop , Arabic Big Data , Social Sciences , Qatar Living , Natural Language Processing , Artificial Intelligence , Google Director , Mona Diab Prof , Prof Nizar Habash , Big Data , Social Media Analytics , Big Data Analytics , International Workshop On Arabic Big Data And Ai To Be Held At Qnl Auditorium May 11 12 , Technology Amp Internet ,

The First International Workshop on Arabic Big Data & AI (IWABigDAI)

The First International Workshop on Arabic Big Data & AI (IWABigDAI) Workshop is organized by the HBKU College of Humanities and Social Sciences in collaboration. ....

Iryna Gurevych , Nizar Habash , Tim Baldwin , Sanjay Chawla , Hassan Sawaf , College Of Humanities , Qatar National Research Fund , Qatar National Library , Big Data , Arabic Natural Language Processing , Social Sciences , Qatar National , First International Workshop , Arabic Big Data , Natural Language , Combating Misinformation , More Realistic , Gender Bias , Arabic Machine , Going Beyond , Eduard Hovy , The First International Workshop On Arabic Big Data Amp Ai Iwabigdai , Qatar Events Companies , Qatar Events Calendar 2014 , Qatar Mega Marathon 2015 Living Events , Atar Social Events ,

Contrastive Representation Learning

Contrastive Representation Learning
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Prannay Khosla , Wang Isola , Salakhutdinov Hinton , Jason Wei , Ekind Cubuk , Lajanugen Logeswaran , Phillip Isola , Dmitry Kalenichenko , Tianyu Gao , Yazhe Li Oriol Vinyals , Joshua Robinson , Logeswaran Lee , Ching Yao Chuang , Monte Carlo , Geoffrey Hinton , Mathilde Caron , Florian Schroff , Iryna Gurevych , Geoff Hinton , Cutmix Yun , Nicolas Papernot , Aapo Hyv , Deepcluster Caron , Bohan Li , Dinghan Shen , Sumit Chopra ,