ADVANCED Python AI Agent Tutorial - Using RAG

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Published 2024-02-14

In this video, I will be showing you how to create an artificial intelligence agent that will be able to use all of the tools that we provide it with. That's right, we will create and AI agent & give it various tools for it to use selectively based on the task at hand.

Note: This video refers to llamaindex version 0.9. On Feb 12th, 2024 llamaindex version 0.10 was released which is mostly the same but has some added functionality :)

🎞 Video Resources 🎞
Check out Llama Index: www.llamaindex.ai/

Llama Index Docs: docs.llamaindex.ai/en/stable/
Population Dataset: www.kaggle.com/datasets/joebeachcapital/world-popu…
Llama Hub: llamahub.ai/
Code in this video: github.com/techwithtim/PythonAgentAI/tree/main

⏳ Timestamps ⏳
00:00 | Overview
00:27 | Project Demos
03:54 | Understanding Agents & RAG
06:29 | Installation/Setup
09:00 | Data Sources
13:18 | Querying Pandas Data
19:17 | Building Agent Capabilities
29:18 | Querying Unstructured Data
39:38 | Next Steps

Hashtags
#PythonAI
#TechWithTim
#AICoding

All Comments (21)

@loggerboy9325 4 months ago

Just a tip for whoever is following along.The code, from llama_index.query_engine needs to be llama_index.core.query_engine.
@PeacefulHarmonyMusicHealing 3 months ago

Guys! The llama-index package format has changed, try importing this way and it should work: from llama_index.core.query_engine import ... Like so everyone can see!
@sadiqkhawaja7019 4 months ago

Detailed, no-nonense, topical. One of the best coding channels on youtube. Always looking forward to a new video.
@hypo30cal 1 month ago

If you are running this blindly without using Tim's requirements file, please note that due to security `from llama_index.query_engine import PandasQueryEngine` is no longer the right import, try pip installing `llama-index-experimental` and then using the PandasQueryEngine class from `from llama_index.experimental.query_engine import PandasQueryEngine`. This is for py3.10. Finally, the PromptTemplate class is now at `from llama_index.core import PromptTemplate`. The documentation will really help though. Thanks Tim.
@josephabuo6027 4 months ago

5 mins into the video and I am already excited about the future!
@ReDoG129 4 months ago

This channel is a Godsend, which instilled the fundamentals of Python within me, which helped me to obtain a certification in robotics. You never cease to amaze me. 😊
@Al_Miqdad_ 4 months ago

thank you very much for your feedback ❤❤❤❤
@mushinart 4 months ago

Amazing video ,tim ...i always wanted a fast an ld easy way to understand llamaindex...now I can build my own project fast ... Thanks a million brother
@bilalmohammed717 1 month ago

Excellent tutorial. Its clear enough to follow and implement. Keep up your good work.
@amanaggarwal4061 4 months ago

one of the best videos on internet regarding AI agents
@myanghua 4 months ago

This is the gold standard for this kind of coding tutorials.💯 I hope more Youtubers would be like him. Please keep up the good work.
@rodrigogazcon506 3 months ago

Thanks for sharing Tim.
@myslates2854 4 months ago

Tim you saved my day, you are awesome. I will write in details later how, but for now thanks for the brilliant working code
@ayanjawaid2251 4 months ago

Tim we need more content like this or a course... and as always awesome work ❤
@mahmoudabuzamel7038 1 month ago

Great tutorial Tim!
@mariamanuel2795 3 months ago

Very informative video!
@alexsischin2107 4 months ago

Thank you for the video. It is interesting and clear
@inocentesantiago3194 3 months ago

This looks like a helpful tutorial, hope I can learn something!
@AaronGayah-dr8lu 28 days ago

This is brilliant. Thank you.
@suryapratap3622 3 months ago

awesome great explanation i spended days to read the docs i know the efforts you in to generate this content, thanks