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Source channel @githubtrending · Post #14845 · Jun 20

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#jupyter_notebook#ai#artificial_intelligence#chatgpt#deep_learning#from_scratch#gpt#language_model#large_language_models#llm#machine_learning#python#pytorch#transformer You can learn how to build your own large language model (LLM) like GPT from scratch with clear, step-by-step guidance, including coding, training, and fine-tuning, all explained with examples and diagrams. This approach mirrors how big models like ChatGPT are made but is designed to run on a regular laptop without special hardware. You also get access to code for loading pretrained models and fine-tuning them for tasks like text classification or instruction following. This helps you deeply understand how LLMs work inside and lets you create your own functional AI assistant, gaining practical skills in AI development[1][2][3][4]. https://github.com/rasbt/LLMs-from-scratch

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@finsignal · Post #2856 · 02/11/2024, 04:40 PM

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What is ERC-404? The developers position ERC-404 as a new standard designed to combine the best qualities of interchangeable tokens (ERC-20) and NFT (ERC-721) ERC-404 aims to solve the problem of liquidity of NFT collections and expand the possibilities of their use in the DeFi ecosystem 📌 Interesting: The idea of creating a hybrid token format was submitted by the #Emerald project, which subsequently collapsed. Its founder claimed that he was able to combine interchangeable and non-exchangeable tokens, but, in fact, he simply organized a rug pull scheme. The #Pandora team picked up on this idea and refined it by introducing a new smart contract standard From a technical point of view, ERC-404 is a smart contract template that combines operations with ERC—721 and ERC-20 tokens The contract does not change the parameters of existing standards, but in a sense synchronizes transactions using different types of assets It is important to note that ERC-1155 already exists on the #Ethereum network — it also allows you to combine different types of tokens within a single smart contract, thus creating fractional (fractional) NFTs The key difference between ERC-1155 and ERC-404 is that the former concerns a specific unique NFT, and the new standard can be applied at the scale of the collection ERC-404 has not yet been recognized by either the Ethereum Foundation or the community The page on Ethereum.org the corresponding offer (EIP) is no longer available, in addition, this smart contract template has not been audited, so the question of its vulnerability remains open Pandora is the first and so far the largest project using ERC-404, so it is too early to talk about an established standard — it is possible that in subsequent implementations ERC-404 will receive new features and mechanisms.

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