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LangChain is a software framework that helps facilitate the integration of large language models (LLMs) into applications. As a language model integration framework, LangChain's use-cases largely overlap with those of language models in general, including document analysis and summarization , chatbots , and code analysis .
For example, a prompt may include a few examples for a model to learn from, such as asking the model to complete "maison → house, chat → cat, chien →" (the expected response being dog), [23] an approach called few-shot learning. [24] In-context learning is an emergent ability [25] of large language models.
Few-shot learning and one-shot learning may refer to: Few-shot learning, a form of prompt engineering in generative AI; One-shot learning (computer vision)
One-shot learning is an object categorization problem, found mostly in computer vision. Whereas most machine learning -based object categorization algorithms require training on hundreds or thousands of examples, one-shot learning aims to classify objects from one, or only a few, examples.
The name is a play on words based on the earlier concept of one-shot learning, in which classification can be learned from only one, or a few, examples. Zero-shot methods generally work by associating observed and non-observed classes through some form of auxiliary information, which encodes observable distinguishing properties of objects. [1]
The following television stations broadcast on digital channel 4 in the United States: [1] [2] [3]. K04BJ-D in La Pine, Oregon, on virtual channel 7, which rebroadcasts KBNZ-LD ...
A multi-channel network (MCN) is an organization that works with video platforms to offer assistance to channel owners in areas such as "product, programming, funding, cross-promotion, partner management, digital rights management, monetization and sales, and audience development," [1] in exchange for a percentage of the ad revenue from the channel.
The Channel 4 logo is the central axis of all but 2 of the scenes that form the idents as the camera continually loops through the logo. The ident package consists of 5 idents, each of which uses five of 25 filmed pieces, produced using a mixture of live action, animation, and CGI.