Design ChatGPT like AI Assiatant | ML System Design | #machinelearning

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

[DevSense]

Hello, I request you to comment about - what topics you are interested in watching? My goal is to create high-quality insightful content about machine learning and AI to help as many people as I can.

[khalilurehman]

Very easy and comprehensive explanation,
Please now implement this whole practically in code. It would be very helpful.

[cuongnhatha]

Very comprehensive explanation! Thank you!

[SaiGanesh]

Hey Ashutosh!

I hope you are doing well. It's quite refreshing to see a balanced intuitive explanation of the entire ML framework in a nutshell. It will be helpful when I prepare for interviews. So thanks for posting such content! I was wondering about two things:
- can you make another video for those evaluation metrics you talked about in this video?
- can I perhaps get my hands on this entire presentation (in a pdf file maybe?) I see you have made really interesting drawings about the model building framework. Would love to get such material for reference :)

Best,
Sai