multitask

Large Language Models, GPT-2 — Language Models Are Unsupervised Multitask LearnersAcing GPT capabilities by turning it into a powerful multitask zero-shot modelIntroductionGPT is a well-known series of models whose last versions are currently dominating in various NLP tasks. The first GPT version was a significant milestone: being trained on enormous 120M parameters, this model demonstrated state-of-the-art performance on top benchmarks. Starting from this point, researchers tried to improve the base version.In 2019,…

Some supervised, some unsupervised, some self-supervised, in NLP and computer visionImage by Gerd Altmann From PixabaySingle-task learning is the process of learning to predict a single outcome (binary, multi-class, or continuous) from a labeled data set.By contrast, multi-task learning is the process of jointly learning to predict multiple outcomes on inputs of the same modality. Such as images or text.The obvious question to ask is, why learn jointly? Why not independently learn single-task models to predict the various…

Image: CiscoStage Manager allows certain iPad models (more on that here) to show multiple apps in adjustable windows, similar to what you'd expect on MacOS (in fact, the latest MacOS has Stage Manager built-in), and it even supports external monitors. iPad users can have up to eight apps open and running at the same time when connected to an external display. Also: The best iPads: How to choose the right Pro, Air, or Mini for youWith the new Webex Meetings update, you can move any of your open Webex Meetings…

Image Source : FREEPIK WhatsApp's recent update allows iOS users to multitask during calls without video pausing WhatsApp for iOS: Picture-in-picture capability for video calls is being made available to all iOS customers by the Meta-owned messaging service WhatsApp. Picture-in-picture mode for WhatsApp calls has been widely made accessible to everyone on the stable…

Learn how to build a model capable of performing multiple image classifications concurrently with Multiple-Task LearningPhoto by Markus Winkler on UnsplashMulti-task learning (MLT) is a subfield of Machine Learning in which multiple tasks are simultaneously learned by a shared model. This type of learning helps to improve data efficiency and training speed, because the shared model will learn several tasks from the same data set, and will be able to learn faster thanks to the auxiliary information of the different tasks.…

Want to watch videos while working on Windows 11? Here is how to make use of picture-in-picture mode on Windows 11 to watch videos. Check the steps. Everyone likes to watch videos while working on computers with our peripheral vision. It is relaxing and does not harm productivity either. However, that is not always possible and people find themselves jumping from one tab to another while working on one window and watching video media player on another. Notably…