Activation Functions, RNN, LLM, LangChain

#activationfunctions #rnn #llm #langchain

AI
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RNN Limitations

: RNN cannot process Large sequence of text and RNN has two common issues

1. Vanishing Gradient **
**2. Exploding Gradient

LLM - Limitations

LLM models are disconnected from the current or dynamic world , Because it do not know uptodate or current events what is happening in live world .
LLM models are Outdated . since its solely rely on corpus amount of data what was trained, LLM cannot answer to the user prompt with real-time ,current events
LLM cannot connect or Interact with outside world or it cannot invoke or call other external services like APIs, Databases , search engines like Google or Bing to query real-time information.
LLMs are act like true restful endpoints services , I mean they do not maintain the session information . I mean it does not maintain or keep in memory the user prompts or queries . fortunately , LLM got a good friend his name is LangChain