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@johnpaul302
@johnpaul302 3 сағат бұрын
it is possible without api key or another approach??
@_wallykhalid
@_wallykhalid 16 сағат бұрын
Really interested to see a fully open source version of this with hugginface embeddings and models.
@deveshkumar84
@deveshkumar84 18 сағат бұрын
This helped me a lot to understand and build my first project related to LLM. It is an amazing tutorial which gives you a clear explanation regrading the methods and processes being used which is required for making any modifications to the project. I am facing some issues with the installation of instructor Embedding which shows why people prefer to use API calls instead of running on their own hardware. (You don't have to worry about maintenance and everything become easier to implement with API calls.)
@bambanx
@bambanx 19 сағат бұрын
Hi Alejandro, crewai to use on an app for example exposing an api , that feature is paid ? thanks you
@rayray66
@rayray66 19 сағат бұрын
You channel is a goldmine. I've learned so much. Thank you.
@marcelloqueiroz7793
@marcelloqueiroz7793 22 сағат бұрын
Thankyou for your video. It´s easy to understand e very objective. Could you make one video adapting it to use local LLM agents like llama3 using Ollama or LMStudio. It will be great!
@hemantjena4080
@hemantjena4080 23 сағат бұрын
Can you please tell about how can make it like a assitant model? i mean for a specific input the agent will be assigned and the output would be given
@navid7467
@navid7467 Күн бұрын
I'm following 36:40 in the video but when I try to execute sns.scatterplot(predictions, y_test) I get an error: Scatterplot() takes from 0 to 1 positional arguments but 2 were given. Any solutions? I am using seaborn version 0.12.2 Could that be the issue?
@MarioLopez-bm9mf
@MarioLopez-bm9mf Күн бұрын
Great, thanks for sharing. Quick question: Can it be used with large databases that have more than 100 tables? What do you recommend for handling large databases?
@trealwilliams1563
@trealwilliams1563 Күн бұрын
Thank You✊🏾💎
@user-qf8ts3qp6x
@user-qf8ts3qp6x 2 күн бұрын
how can we have the repo code please!
@CaiqueBikeBJJ
@CaiqueBikeBJJ 2 күн бұрын
Do you already have a video how to use Llama-Index with local llama3 instead of ChatGPT? Thanks!
@alejandro_ao
@alejandro_ao 2 күн бұрын
Not yet, but coming up next week!
@jessicapham8907
@jessicapham8907 2 күн бұрын
Very good presentation. How is this different from an AI app built using RAG? Does this mean that we can replace all the AI apps with Agents? How can we use Agents within an LLM-based app using RAG? Can you show it in a diagram or, even better, in a demo? What UI frameworks (React, Streamlit, etc.) could we use to build the front end for agents? Thank you for your clarification.
@alejandro_ao
@alejandro_ao 2 күн бұрын
hey jessica! while agents can perform rag, i wouldn't say that crewai replaces regular rag applications. agents operate at a higher level of complexity than regular rag apps. and i am an advocate for the simplest possible solution that delivers the job. that being said. there is one thing called "agentic rag" which can enhance the results of a rag application with an agent that oversees the retrieval process. however, i don't think you would necessarily use crewai for that one!
@dataguyin
@dataguyin 2 күн бұрын
Great explanation and real case example, thanks a lot
@alejandro_ao
@alejandro_ao 2 күн бұрын
it's my pleasure!
@TitanGriffins
@TitanGriffins 3 күн бұрын
Yes, it was challenging until you came in. I'm proud of you!
@alejandro_ao
@alejandro_ao 2 күн бұрын
i appreciate it!
@KP-mk8wx
@KP-mk8wx 3 күн бұрын
errors with the requirement.txt file unable to install some library from it
@perlovers
@perlovers 3 күн бұрын
Man You Did Awesome.. I can't buy coffee for you for now...but hope so in Future.. please continue building models
@alejandro_ao
@alejandro_ao 2 күн бұрын
thanks! i will :)
@perlovers
@perlovers 2 күн бұрын
@@alejandro_ao my class is over just now and we learned decision tree ... Please upload all models videos
@christopherprobst-ranly6357
@christopherprobst-ranly6357 3 күн бұрын
Did no one realized this First Demo was totally wrong and still correct? He computed a wrong number (typo i guess) but the Model still figured it out. AI is absolutely unreliable and text manipulation is a pure hack that works not even in Demos reliably.
@alejandro_ao
@alejandro_ao 2 күн бұрын
where? do you mean i made a typo and the llm still understood?
@christopherprobst-ranly6357
@christopherprobst-ranly6357 2 күн бұрын
@@alejandro_ao At 37:30 roughly.The observation "1.6425e+24" seems totally wrong, how did you get this number (you pasted that in manually). Then, the model still answered with the right (but different to your observation) answer "2.98625e+25". This means (if i got that right) the model ignored your observation entirely and ended up doing the math itself. Did I miss something? While it is impressive that the model realized this number is wrong it makes me wonder how predictable a model can follow orders. It seems there is no guarantee at all and it's so easy to manipulate also. Imagine you have a website offering you some kind of services. Through prompt injection you can infiltrate an actor with access to agents (and potentially secrets) and rewrite the prompt to do what ever you want. I see almost no real use case besides demos as it is so inherently impossible to secure against misuse. LLMs are fascinating search engines through data but they are almost impossible to control safely either.
@Sanitiser254
@Sanitiser254 4 күн бұрын
Love your work man
@alejandro_ao
@alejandro_ao 2 күн бұрын
i appreciate it :)
@bambanx
@bambanx 4 күн бұрын
Crewai can expose an api for free? Or that feature is paid? Thanks you so much
@alejandro_ao
@alejandro_ao 2 күн бұрын
hey there! they offer a hosted service where they turn your crews into apis, but yeah that is paid. howerver, as far as i understand, it comes with much more than that as they actually personally help you set up your workflow with their experts
@sirishkumar-m5z
@sirishkumar-m5z 4 күн бұрын
The good news is that LLaMA 3.1 is free to access! A 405B parameter model has enormous potential. I'm excited to see creative uses! # LLaMA, # AI, #HuggingChat
@alejandro_ao
@alejandro_ao 2 күн бұрын
wonderful time to be alive indeed
@user-ht9hf9hz5m
@user-ht9hf9hz5m 5 күн бұрын
Hii, at the end of the prediction part, a problem occurs saying ValueError: Per-column arrays must each be 1-dimensional. Can somebody help me pls.
@MinakshiMathpal
@MinakshiMathpal 5 күн бұрын
@alejandro_ao Sometimes fixing dependency issues of one package leads to a dependency issue for other. For example suppose I am using lanchain_community, it gives dependency issue with some transformers version. Fixing it in turn leads dependency issue with tokenizer and this way I enter in a vicious circle. How do I deal with it
@王运凯
@王运凯 5 күн бұрын
I want to know how to handle the mathematical formulas contained in pdf
@aether7186
@aether7186 5 күн бұрын
Absolutely amazing. I am in engineering undergrad and required exactly what this video offered. Everything is perfect, keep up the good work. Cheers🍹
@brianjones2128
@brianjones2128 6 күн бұрын
keep it up bro
@WirelessGus
@WirelessGus 7 күн бұрын
Great Job Alejandro! Keep it coming ❤📚✍️💭📡🚀
@alejandro_ao
@alejandro_ao 2 күн бұрын
thank you!! I sure will!
@sirishkumar-m5z
@sirishkumar-m5z 7 күн бұрын
Exciting predictions for AI's future! It's worth exploring alternative tools that can help you stay ahead of the curve in AI development. #FutureTech #AI
@alejandro_ao
@alejandro_ao 2 күн бұрын
🚀
@modykhalil4886
@modykhalil4886 7 күн бұрын
This Video is Masterpiece 🤩🤩. I Have a Question, What If I Want To Build an App And Upload it!! What Is Your Recommended LLM Model Nowadays and Free From Hugging Face? !
@alejandro_ao
@alejandro_ao 2 күн бұрын
hey there! if you want to deploy an app for many users there is sadly no free solution as even the free tiers of most llm providers have a rate limit. but if you want to deploy this for a small team, say 20 people, you can probably use Groq models! they have a free tier with a limit on the number of calls you can do per minute
@bambanx
@bambanx 8 күн бұрын
what is function calling to models? ty
@alejandro_ao
@alejandro_ao 2 күн бұрын
it's basically a regular LLM, but that is especially good at calling functions. you could use it for general purposes too (like gpt-4 or llama3,) but it would be worse than them on most general tasks. that's why they recommend that you implement a routing layer where if your request involves calling a function , it uses the groq model, and for everything else, it uses the general model
@bambanx
@bambanx 8 күн бұрын
best video ever i have seen about crew , congrats i hope you make more about how to make a ui interface of this . thanks you so much
@bambanx
@bambanx 8 күн бұрын
very nice video, thanks you, liked and suscribed, which program do you use for record the video? thanks you so much
@sunitjoshi3573
@sunitjoshi3573 8 күн бұрын
Nice & articulate. Thanks for putting this out.
@Nucleusironxx
@Nucleusironxx 9 күн бұрын
Can you share which extentions you are using.
@aayushkatoch9482
@aayushkatoch9482 9 күн бұрын
TypeError: INSTRUCTOR._load_sbert_model() got an unexpected keyword argument 'token' how to solve this while using HuggingfaceInstructEmbeddings
@anandsahu6767
@anandsahu6767 5 күн бұрын
Use sentence-transformer==2.2.2
@Arkantosi
@Arkantosi 10 күн бұрын
Does the groq API key cost anything?
@LukeS-e3m
@LukeS-e3m 10 күн бұрын
Are you able to create a video where you're searching through multiple tables? Or would this approach work for this too?
@TS-ml4dp
@TS-ml4dp 10 күн бұрын
Hey Alejandro , your guides are great , the best in the net. I would like to ask if you think that replace the schema with Knowledge graph is a good Idea , the reason is that in practice in large DB and DWH the meta data on tables & fields name are not align with business terms and the idea is to leverage the meta data via knowledge graph. what do you think? can you do some guide about KG?
@brunocarvalho3229
@brunocarvalho3229 10 күн бұрын
Hi Alejandro, amazing content! Quick question, to push a Q&A chatbot like into production would be too much different from this approach with the chat history? Would you go with LangChain or is better to implement from scratch with Python? Thanks!
@pavankurapati6628
@pavankurapati6628 11 күн бұрын
Hello everyone, right now open ai API is not for free. can u suggest me any LLM api key which is equal to atleast gpt 3.5.
@commonman4798
@commonman4798 11 күн бұрын
i see many issues with the code ..I have uploaded the documents and able to search ..when i refresh the page its not working.., when i navigate to page 2 and come to this chat not working. I have to upload every time and search which is not a Realtime scenario
@OtakuOdysseyTV
@OtakuOdysseyTV 11 күн бұрын
Bro are there any alternate option apart from OpenAI to use this this project
@global.pradachan
@global.pradachan 11 күн бұрын
hey there, i just wanted to say that instead of doing all of these by your own, & choosing langchain why dont you chosen llamaindex as they say that you can be able to implement the rag by using the 5 line-ish of code,..... Did your bot also supports the images in the document means would it send the image if its related to the prompt user asked??
@akshaymenon5088
@akshaymenon5088 11 күн бұрын
Can this setup be implemented within a protected infrastructure? I have sensitive data that I don't want to leave my network
@davidtindell950
@davidtindell950 11 күн бұрын
Another very useful "AO" vid that I must have missed somehow ! TUVM !!!
@peaches7627
@peaches7627 11 күн бұрын
is it good to add in resume?
@nikolas.adhiarta
@nikolas.adhiarta 12 күн бұрын
thanks I am lucky to find this content which is very helpful for my work. Greetings from Indonesia
@LaColoniaMedical
@LaColoniaMedical 13 күн бұрын
Totally ignored background script
@nishantmiglani7021
@nishantmiglani7021 13 күн бұрын
Thanks a lot @alejandro_ao for this insightful video on LlamaIndex. Looking forward to learning from your future videos
@v.svishnu2380
@v.svishnu2380 14 күн бұрын
I have a doubt, Is it safe to connect langchain with production database ?
@alejandro_ao
@alejandro_ao 12 күн бұрын
I would recommend that you only do this after thorough testing. and very importantly, do not give write privileges to the MySQL user that you are using to access the database. You don’t want your LLM to be able to update or delete data in your database 👍