We explore the ML system design question to create a ChatGPT-like AI assistant. The purpose of the AI assistant illustrated in the video is to automatically handle real-time questions from customers of the company XYZ. We discuss about the ReAct framework (Reasoning with Action), using tools in the Chat system, and a few-shot example prompt designing.
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Timestamps
00:00 Introduction
00:22 Understanding Requirements
02:26 Initial Model Building
08:58 System Integration
16:58 Evaluation
19:32 Incremental Improvements
21:45 NLI improvement aspects
#systemdesign #machinelearning #deeplearning #artificialintelligence #chatgpt #openai #mlsystemdesign #ml #datascience #llm #rag #genrativeai #genai #text #embedding