Langchain vs LlamaIndex vs OpenAI GPTs: Which one should you use?

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What's AI by Louis-François Bouchard

Күн бұрын

Are you using Large Language Models (LLMs) in your work and seeking the most effective way to leverage their power for your application? Then this video is for you. Let’s dive into LLM application development, comparing the paths of building your own framework from scratch with utilizing established platforms like LangChain, LlamaIndex, and OpenAI Assistants.
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Chapters:
0:00 Introduction
0:30 Coding everything yourself
1:30 Using OpenAI GPTs & assistants
2:54 When to use LangChain
5:05 When to use LlamaIndex
7:24 Recap and the best framework
#openai #llamaindex #langchain

Пікірлер: 15

@mumpecydrone8788 2 ай бұрын

Thank you sooo much for this video. You have no idea how much time I saved with this

@footube3 6 ай бұрын

Excellent overview. Thanks so much for taking the time to create this!

@Jonathan-rm6kt 5 ай бұрын

So after several weeks of diving into Langchain, I've personally found it to be cumbersome and overly complex for simple POC's I want to build. There are many integrations, but also a huge range of features, interface/method implementations, etc. The documentation page is great, *if* you are only mimicking the exact use case in the scenario. Try doing anything else, and found that the conceptual explanations are quite weak. I understand why they implemented LCEL, however that just adds yet another layer of abstraction to what would be a simple chain of function calls (and worse because you can't easily inspect what each component is doing. Has anyone else had this experience? Should i keep grinding, or spend more time hopping to even more platforms/integrations/etc. There are so many options!

@luissantiagolopez3863 5 ай бұрын

I found the same result. However, I'm quite noob

@ladiflamez7415 6 ай бұрын

Hello Mauril! I'm hoping to learn how to create LLM apps from you, I have intermediate Python knowledge. Best regards sensei !

@augmentos 4 ай бұрын

Be cool to see agent swarm vs AutoGen 2 vs Lang graph

@shoopieable 6 ай бұрын

Can i connect either of these to a MySQL database?

@WhatsAI 6 ай бұрын

I believe you can yes! Llamaindex has libraries to deal with sql databases :)

@shoopieable 6 ай бұрын

@@WhatsAI that's great, going to give it a try. So my use case seems plausible right. That I could be running natural language queries on my WordPress website (powered by MySQL) . Inclusive of customer purchases and orders which are stored in that database?

@WhatsAI 6 ай бұрын

@shoopieable definitely sounds possible yes!