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Spreadsheets are all you need.ai – A low-code way to learn AI

Mar 14, 2024 - news.bensbites.co
The article introduces a low-code introduction to Large Language Models (LLMs) called Spreadsheets-are-all-you-need, implemented entirely in Excel. The program is designed to help technical executives, marketers, product managers, developers, scientists transitioning into machine learning, and AI policy makers understand AI better. It implements the forward pass of GPT2 using standard spreadsheet functions, the same Transformer architecture used in OpenAI’s ChatGPT, Anthropic’s Claude, Google’s Bard/Gemini, Meta’s Llama, and other LLMs.

The article also provides a series of lessons and tutorials to help users understand the workings of AI, including a detailed walkthrough of the Byte Pair Encoding (BPE) algorithm and tokenization process. The Excel sheet for the program is available for download on GitHub, and future updates and tutorials will be provided to subscribers. The article ends with a FAQ section addressing potential issues and questions about the program.

Key takeaways:

  • Spreadsheets-are-all-you-need is a low-code introduction to Large Language Models (LLMs) implemented entirely in Excel, ideal for those transitioning into machine learning or those in technical roles.
  • The project implements the forward pass of GPT2 using standard spreadsheet functions, providing a hands-on understanding of AI.
  • Future lessons will delve into more details on the internals of modern AI, with the first two lessons covering the high-level architecture of GPT-2 and the Byte Pair Encoding & Tokenization.
  • The Excel sheet for the project is available for download and use, with a walk-through video for orientation, but it's recommended to start with the lesson videos for beginners.
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