💯 FREE Local LLM - AI Agents With CrewAI And Ollama Easy Tutorial 👆

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Follow along with this super easy code tutorial to set up your local agentic workflow which is 100% free. I will use VSCode and show you how to install CrewAI and Ollama to work in your virtual environment.
Check out this video in which I explain the Refinement method for agentic workflow:
--This Agentic AI Workflow Will Take Over -- Algorithm + Papers Explained
• 🔴 This Agentic AI Work...
Link to GitHub repo to follow along with this tutorial:
github.com/Maryam-Nasseri/Cre...
Key Terms and Concepts:
agentic, AI agents, LLM, crewai, self-refine, refinement method, mistral, Mistral AI, API, ollama, crew, task, multiagent
Video Key Moments:
00:00 Intro
00:19 5-Step Process to Set Up Agentic Workflow
01:14 The Refinement Method
01:47 Installing Ollama
01:54 Install mistral
02:07 Set Up A Virtual Environment
02:27 Configure The Venv
02:58 Install crewai
03:11 Make The Project Directory
03:19 Make The Model File
03:43 Make The Script File
04:46 Make An Agentic Python File: Agents, Tasks
06:59 Make A Crew
07:06 Run The Agents
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/ @analyticscamp

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Опубликовано:

16 июн 2024

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Комментарии : 11

@analyticsCamp 14 дней назад

Thanks for all your helpful comments :) Here's a related video explaining AI agentic workflow: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-lA3Tju4VUho.html

@jarad4621 23 дня назад

Awesome I've been looking for some of this info for ages, Best video on agents after watching dozens of vids, nobody explains the problems with other models or fixing model file and how to make sure the local models work, many of these YT Experts are just using local and other nodels snd wondering why it's not working well. Can i use phi 3 mini local as well and it needs same model setup? Also will llama 70b on openrouter api actually work as a good agent or does something need to be tweaked first nobody can answer these things, please help? Thanks!

@analyticsCamp 23 дня назад

Sure, you can essentially use any models listed in Ollama as long as you make a model file, you can manage the temperature etc. I have used LLAMA 70b before but surprisingly, it did not show better response than its 7b and 13b on most tasks! I recommend LLAMA3 (I may be able to make a video on it if I get some free time, LOL ).

@jarad4621 23 дня назад

@@analyticsCamp Awesome thanks ill test the smaller ones first then

@jarad4621 23 дня назад

Also never seen the mistral idea so this model would make a really good agent then better then the others? Really helpful to know, glad I found this. Also can you test agencu dwarm ans let us know what the best agent framewoek is currently? Apparently crew is not great for production?

@analyticsCamp 23 дня назад

Thanks for watching :) I have tested multiple models from Ollama and mistral seems to have better performance overall, across most tasks. Agent Swarm can be useful for VERY specialised tasks in which general LLMs get it totally wrong. Other than that, it will add to the time/cost of build.But I'm not sure if I understood your question right!

@optiondrone5468 24 дня назад

Thanks for sharing your thoughts and practical AI agent workflow. I also believe that this agentic workflow will fuel many LLM based development in 2024

@analyticsCamp 23 дня назад

Thanks for watching :) If you have a specific LLM-based development/project in mind please let me know. With such easy agentic access, I am also surprised how many AI users are still hooked on zero-shot with paid interfaces!

@optiondrone5468 22 дня назад

@@analyticsCamp ha ha it also never made sense to me why ppl don't look into open source LLM 🤔 its free, not limiting your token size, free to experiment with different models and most importantly your data (prompt) is yours and don't become automatically OpenAi's property. Keep up the good work, looking forward to your next video.

@jarad4621 22 дня назад

Sorry another quesion, am i able to use LM studio with crewai as well, wanted to test some other models and its gpu accel allows models to run better then ollama for me, is it still going to have probems due to the issues you fix with the models file or is that issue not a problem for other local servers? Or is ollama the best way because you can actually edit those things to make it work well? Thanks

@analyticsCamp 22 дня назад

I do not use LM Studio so I cannot comment on that. But Ollama via terminal is pretty sturdy, CrewAI it should work with all Ollama models, but I have not tested all. If you run into issues you can report it here so others can know and/or help you :)