How to Build an AI Document Chatbot in 10 Minutes

Ғылым және технология

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Easily Build LLMs Apps - In this video, we are going to explore Flowise, an open-source UI visual tool to build your customized LLM flow using LangchainJS, written in Node Typescript/Javascript.
🔗 Links
flowiseai.com/
github.com/FlowiseAI/Flowise
github.com/daveebbelaar/langc...
www.docker.com/
docs.npmjs.com/downloading-an...
👋🏻 About Me
Hey there, my name is @daveebbelaar and I work as a freelance data scientist and run a company called Datalumina. You've stumbled upon my KZread channel, where I give away all my secrets when it comes to working with data. I'm not here to sell you any data course - everything you need is right here on KZread. Making videos is my passion, and I've been doing it for 18 years.
While I don't sell any data courses, I do offer a coaching program for data professionals looking to start their own freelance business. If that sounds like you, head over to www.datalumina.io/ to learn more about working with me and kick-starting your freelance career.

Пікірлер: 251

  • @daveebbelaar
    @daveebbelaar10 ай бұрын

    👉🏻Join my FREE community if you want to learn more about AI: bit.ly/data-alchemy

  • @Taskade

    @Taskade

    9 ай бұрын

    Awesome stuff, Dave! Loved how you delved into Flowise and LangchainJS. Hoping to see some comparisons on AI Agents, especially long-running and autonomous ones in Langchain. Keep it up! 🚀

  • @SmartWizzard

    @SmartWizzard

    7 ай бұрын

    Can I integrate this into Flutter APP as a chat FAQ?

  • @Taskade

    @Taskade

    6 ай бұрын

    Feel free to reach out any time! @@SmartWizzard

  • @srh1034

    @srh1034

    5 ай бұрын

    Any solution to build a CPU-based AI Document Chatbot which utilizes CPU and does not need API ?

  • @user-jg4ci4mf8w
    @user-jg4ci4mf8w Жыл бұрын

    This is the best review about Flowise on KZread!

  • @Hisma01
    @Hisma01 Жыл бұрын

    great content. Reminds me of the same concept as node-red, but specifically built for AI apps. I think this can go a lot further than just a prototyping tool, seeing as how far node-red has come from where it started. Really neat.

  • @f1l4nn1m
    @f1l4nn1m Жыл бұрын

    Hi Dave, thanks for sharing. Flowise is pretty cool as a rapid-prototyping tool, you can visually chain complex objects in just a matter of minutes. I found some cons though, which I think the devs should address. - Debugging is tough. Each API-based component should have a test button (does the key work? is the deployment name correct?). Those aren't things you want to guess from pieces of text in the chat box. - Coding. It's nice to have a visual interface, but at the end of the day this is just chaining function calls. It would be nice to have the Python code corresponding to a specific saved flow. So that one can customize it. I wonder if they are interested in getting precise feedback from users to improve and prioritize features. I'd be really kin to help them build a great product.

  • @ZachHyman_SIA

    @ZachHyman_SIA

    11 ай бұрын

    Agreed. "Error: Request failed with status code 401" in the chatbox dialog isn't particularly revealing...

  • @camilocampos5900
    @camilocampos5900 Жыл бұрын

    You are a great friend, I really like the information and knowledge you give us.

  • @WylieWasp
    @WylieWasp Жыл бұрын

    Hi Dave thank you so much for another awesome video I have a use case for this is just come at the right time I have some online documentation which I need to convert into a chatbot!

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Perfect 🙌🏻

  • @WeirdoRocks
    @WeirdoRocks Жыл бұрын

    Great video :) Keep up the great work.

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Thanks 🙏🏻

  • @vadimzubakhin1589
    @vadimzubakhin15897 ай бұрын

    This is so impressive. Thank you.

  • @gr8tbigtreehugger
    @gr8tbigtreehugger10 ай бұрын

    Very cool! Many thanks!

  • @vishalnangare31
    @vishalnangare31 Жыл бұрын

    Great information, here from Nash's channel 🙌🙏

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Thanks man!! 🙏🏻

  • @gabrieljauregui654
    @gabrieljauregui654 Жыл бұрын

    I was looking for this in your channel yesterday. Todays youtube algorithm rewarded me with this suggestion haha. Thanks for this valuable content. Greetings from Argentina! New suscriber =)

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    That's awesome haha - thanks!

  • @Esehe
    @Esehe11 ай бұрын

    Thanks for the videos Dave! Keep them comming. Also noticed you doubled your subscribers since you made the video, congrats. Your conversational agent snitched :)

  • @hgwvandam
    @hgwvandam Жыл бұрын

    Good video Dave, thanks!

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Thanks Hans!

  • @nilsbuer
    @nilsbuer5 ай бұрын

    Very cool video. Content and video quality

  • @abagatelle
    @abagatelle11 ай бұрын

    Really good video. For beginners a video on how to use Git etc would help just to get grounded in the concepts of how to use VS code, download repositories and so forth would really help. Thanks for all your efforts, much appreciated.

  • @dekumus
    @dekumus Жыл бұрын

    Thank you!

  • @pathmonkofficial
    @pathmonkofficial11 ай бұрын

    Great content!

  • @m.ehtizan
    @m.ehtizan Жыл бұрын

    Hey Dave, I just watched your video and I must say that it was really informative, very useful and well-made. I loved your videos. I was wondering if I could help you edit your videos and also make highly engaging shorts for you?

  • @TF-qt3jh
    @TF-qt3jh Жыл бұрын

    ❤ I love all of your videos, and especially this one. As a no coder entrepreneur, I really appreciate this kind of step by step tutorials. Many KZreadrs are making similar ones, but yours exceeds. Only two points. To your surprise, one of the hardest part of this kind of tutorials is, setting up the apps. The process is no brainer for coders and data scientist, but not for no coders. Two. I always wanted to see a tutorial covering end to end process, meaning designing GUI to (e.g., Figma) to connecting to algo (e.g., Flowise) so that I can build a completely functioning app or MVP. I’d appreciate if you could do this type of video. 🎉

  • @abagatelle

    @abagatelle

    11 ай бұрын

    Yes! setting it all up for we beginners is tricky. It takes a while to get familiar with Git etc

  • @GraceyGarret

    @GraceyGarret

    11 ай бұрын

    Yes, I agree. I also looking on it

  • @jozonas

    @jozonas

    5 ай бұрын

    +1 For many videos I can't even go pass the point of the setup because they go so fast over it thinking we know about it, but we don't. Guess what, the people who get that, are not here trying to watch the video tutorial. Come on guys.

  • @ichbingenug3565
    @ichbingenug356511 ай бұрын

    As a non-coder, I am flabbergasted. This looks so easy! Thanks for sharing this. How can I turn this into a function Q&A widget on my webpage? 😳

  • @sanderschat

    @sanderschat

    4 ай бұрын

    ask ChatGPT

  • @nvwls
    @nvwls8 ай бұрын

    For anyone setting this up now and experiencing a "TypeError" when they send messages in the chatbot- removing the document module and adding it again worked for me.

  • @inwardfarts3263
    @inwardfarts3263 Жыл бұрын

    Can you make a video talking about the cost involved with building AI apps with langchain and OpenAI? Are there strategies that can reduce costs? How many tokens does it take to parse company data and return insights? Great content. Best tutorials in this space that I've found. Thank you and keep up the excellent work!

  • @gkennedy_aiforsocialbenefit

    @gkennedy_aiforsocialbenefit

    Жыл бұрын

    Great question and fully agree Dave is amazing

  • @MrGoodeats

    @MrGoodeats

    11 ай бұрын

    i mean those tools were made with using that AI tech as the cornerstone for. a business. so i imagine it is somewhat affordable

  • @dsgeyer
    @dsgeyer Жыл бұрын

    Love it. Thanks for making these videos. This seems great to slap some components together then go in and have a lot of the code roughed in so it could be worked on from there. Is that an accurate assumption?

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Excatly

  • @poshsims4016
    @poshsims4016 Жыл бұрын

    THANK YOU!!

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    You're welcome ;)

  • @str2254
    @str2254 Жыл бұрын

    This is way too good wtf

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    🙏🏻

  • @kennethochiabuto8516
    @kennethochiabuto8516 Жыл бұрын

    Great video thanks. As a no coder myself I have been looking at the best ways to utilise chatbots for my clients. flowise still requires a number of steps and some low code know how, but now we are seeing chatbot solutions requiring no technical ability ie no code become available, Orimon, chatbase to name but a few. Maybe not a flexible as flowise in terms of functionality. Your thoughts?? BTW Subscribed.

  • @overrideguilarte
    @overrideguilarte11 ай бұрын

    Hello, how are you?, very good video. I ask you a question, how did you create the embedded chat, what did you use to generate it?

  • @MattGadi
    @MattGadi4 ай бұрын

    Hi, many thanks for the video. How did you prepare the txt input file? Do you have a video or link to understand the contend and how to prepare it? Thanks

  • @marcuskirsch4128
    @marcuskirsch41283 ай бұрын

    You know your stuff. But I am struggling to follow this to replicate its a lot of detail.

  • @jamminrebel3614
    @jamminrebel36143 ай бұрын

    This 👏 is 👏 freaking 👏 awesome. 👏 love you.

  • @samus4799
    @samus479911 ай бұрын

    I would like to train a large language model to evaluate scientific publications, specifically regarding research, based on its adherence to the scientific method.

  • @Jake_McAllister
    @Jake_McAllister11 ай бұрын

    Hi Dave, my problem is most companies won’t be happy uploading internal documents to a external server. Do you think you could make a video where a chat bot is created but the company can keep there internal documents on their end 🔥 🙏

  • @OpenMachines_

    @OpenMachines_

    10 ай бұрын

    I already made that before chatgpt even existed

  • @Jake_McAllister

    @Jake_McAllister

    10 ай бұрын

    @@OpenMachines_ what’s it called?

  • @jeremiahwolf783

    @jeremiahwolf783

    10 ай бұрын

    Yes please, this!!! Jake and I have the same problem.

  • @houndogism

    @houndogism

    9 ай бұрын

    Hey, there are ways to do this using the stack explained in this video. For example, you could use the Confluence API document loader to query documents stored in your Confluence site

  • @blender_wiki

    @blender_wiki

    9 ай бұрын

    Hire an app architect if you don't know how to solve this basic problem.

  • @lancerkind
    @lancerkind5 ай бұрын

    Copy/pasting the "connect credential"s is different now than how the video shows. In the Flowise UI, you can no longer copy/paste the credentials. You need to click on the Connect Credential field and select "create new" which opens a popup window. In that window, put in your username and then finally you can copy/paste the API key.

  • @xugefu
    @xugefu4 ай бұрын

    Thanks!

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    Appreciate that!! 🙏🏻

  • @betenu1
    @betenu1 Жыл бұрын

    I clicked on the docker folder and ran 'npx flowise start' in the terminal and it worked fine. Already made a chatbot

  • @givingswag897

    @givingswag897

    10 ай бұрын

    What are the costs to use it?

  • @stoianandreimircea1509
    @stoianandreimircea1509 Жыл бұрын

    Hey there. Love the content. One comment if I may. Maybe show us in the begining a glimpse of 10 sec how the end looks like. then continue with the video😊

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Thanks for the tip!

  • @safetime100
    @safetime1004 ай бұрын

    Thanks ❤

  • @SicilianDream
    @SicilianDream9 ай бұрын

    Hi, you are very clear, but you use and refer to so many things I have never heard of. Where can I learn what I need to understand your tutorial? Lars, Norway 😊

  • @girrajjangid4681
    @girrajjangid4681 Жыл бұрын

    Impressive ♥

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Thanks!

  • @Syedhussainipage
    @Syedhussainipage9 ай бұрын

    Thank you for this amazing video. Would you be kind to build an app that would refer to a given website and reply based on that site's data?

  • @peroforrr7663
    @peroforrr7663 Жыл бұрын

    Hello, 🎉 great content! I would like to request a video on a solution for chatting on PDFs using an open-source model from Hugging Face that utilizes GPU and ensures data privacy.

  • @tecion
    @tecion Жыл бұрын

    Great video! I couldn't find the video you mentioned at 6:07, would be nice if you could link to it.

  • @ivanperez4878
    @ivanperez4878 Жыл бұрын

    I'm also on the Pinecone waiting list. Do we have any other options other than Pinecone? Thanks

  • @asafnb
    @asafnb Жыл бұрын

    Thanks for the great content! If I have big pdf files isn't it will get pricy?

  • @khushpatel7060
    @khushpatel7060 Жыл бұрын

    Hello Dave, I am asking here as this is your latest video, I have seen your videos regarding Langchain, I am curious how to optimize inference while using LLMs in Langchain using TensorRT or Onnx Runtime... As in Industries, It's very obvious, to save the time as well as computation cost... In TensorRT while using open source models, we have techniques like quantization and a few more more for that... So In Langchain is there any way to do this?

  • @Earthvssuna
    @Earthvssuna Жыл бұрын

    Is it safe in terms of the companies data or will another model use the data to train? For exmaple over the open ai API?

  • @Gra55H0pper
    @Gra55H0pper Жыл бұрын

    Like your videos! Subscribed! Just wish you'd ditch the background music.

  • @nickrobinson7096
    @nickrobinson70969 ай бұрын

    How does it deal with the structure of a PDF? For example, if I have a Table with CAS numbers in the format 1234-56-7. Usually, I can use Regex to extract these patterns however what if the text is contained in a table column and broken by a carriage return or just generally by the structure of the document? e.g. 123- 45 -6 In a single column. It seems that the text file generated will not keep this text together. This is a frequent issue I run into when extracting data.

  • @ryanbrown8387
    @ryanbrown838711 ай бұрын

    Are you able to change the language that the chatbot speaks in on flowise?

  • @OtherTNSEE
    @OtherTNSEE Жыл бұрын

    Issue I'm having with these document loaders and vector stores is they get soooo slowwwww once you start loading actual data into them. At around 500 MB of pdfs and vectors, these vector stores take so long to query the whole app breaks down. Not to mention cost issues if you go down the openai api / pinecone route.

  • @thejordankeyes
    @thejordankeyes5 ай бұрын

    This is pretty cool. How could we use this to chat with whole databases full of records instead of just a single file at a time?

  • @liorzioni
    @liorzioni11 ай бұрын

    hi tnx for the guide , i tried to bulid the doucument chatbot , i uplade txt file , when i asked "what this document about " he answer "i dont know "why its happened?

  • @youssefzaim7163
    @youssefzaim7163 Жыл бұрын

    ty

  • @naturallydope247
    @naturallydope247 Жыл бұрын

    Thanks for showing this. Can you videos on how to deploy using other things besides Azure?

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Maybe in future videos, but I am an Azure guy ;)

  • 2 ай бұрын

    What would you recommend using: Stack-AI, Flowise or Langflow?

  • @JohnnyLeuthard
    @JohnnyLeuthard2 ай бұрын

    Are you uploading your data to the cloud or into the docket container?

  • @erosr45
    @erosr4510 ай бұрын

    This is the hardest tutorial I've ever seen. It's not a step by step.

  • @almahdibakkali8007
    @almahdibakkali8007 Жыл бұрын

    Can you add custom prompts? What happens when you ask unrelated questions ?

  • @user-vl3mr4yg6v
    @user-vl3mr4yg6v Жыл бұрын

    Thanks for the video, it's very useful. Is it possible to integrate a voice assistant that receives a question as input and answers via voice, using the information in the pdfs? It would be very useful. What do you think about it?

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    Yep, that's possible. Look into the speech services from Google or Microsoft.

  • @henrytabimagiraldo7116
    @henrytabimagiraldo7116 Жыл бұрын

    Thanks, this is amaizing!! do you know if there is an alternative to Pinecone since it has the waitlist in place?

  • @ivanperez4878

    @ivanperez4878

    Жыл бұрын

    I'm also on the Pinecone waiting list. Do we have any other options other than Pinecone? Thanks

  • @roberto048
    @roberto0482 ай бұрын

    Hi Dave, thanks for this amazing video. I have a few question, is it possible to teach to our chat bot to ask some specific questions to make a 2 way conversation? I want to use this chatbot as a sales rep in our website, talking with our clients. Also is it possible to teach the chatbot to not saying some specific things. For example I am afraid it recommend our competitors to our clients :)) I guess this chatbot is linked to Chatgpt and uses the same dataset, so it can use its own dataset to say something and offering our clients to the competitors

  • @user-eb8jw2mz4f
    @user-eb8jw2mz4f Жыл бұрын

    Hi, Can you please advise how to use the Folder Path in "Folder with Files" document loader. I've deployed the Flowise app on GCP as docker image. Thanks

  • @kobvel
    @kobvel3 ай бұрын

    What about the data privacy? Where does your document go?

  • @cyber1619
    @cyber16199 ай бұрын

    I'm getting the error TypeError: Cannot read properties of undefined (reading 'startsWith'), anyone knows a fix.

  • @Che_Se
    @Che_Se Жыл бұрын

    once ive made my bot, how can i get the bot online so its not just accessible from my laptop using the embed function to connect it to my site but then it only works on my laptop

  • @stephensuprios1896
    @stephensuprios18969 ай бұрын

    Nice and extremely useful video Dave… how can I use a website as the source? This allows for updates to immediately be available and we don’t have multiple locations of our data items.

  • @stephensuprios1896

    @stephensuprios1896

    9 ай бұрын

    I have particular websites Not wanting the whole web. It will use these particular websites as it’s data source for conversion with memory. Help? And thanks again.

  • @davedumas0
    @davedumas011 ай бұрын

    i have an idea for a video series for you "gpt-4-code interpreter vs gpt-4 with combo of plugins"

  • @MultiMam12345
    @MultiMam12345 Жыл бұрын

    Its actual 16 minutes. For starters probably 45 min. Still amazing.

  • @iGuide_net
    @iGuide_net4 ай бұрын

    How much do you have to pay per search to the GPT provider? One metric i saw had chatgpt-4 at 30 cents per search.

  • @AbdelrahmanEmad-mm2xs
    @AbdelrahmanEmad-mm2xs7 ай бұрын

    thanks for this great tutorial, am frontend developer so how can i build SAAS on this?

  • @mrdman094081
    @mrdman0940819 ай бұрын

    After watching several times it looks like I might need to be a developer or software writer to complete this. Are any others in this thread totally new to A.I. and have made a complete chat bot ? Does The material loaded become public ?

  • @laythqureshi5917
    @laythqureshi591711 ай бұрын

    Do Flowise have any intellectual property over your data if you make a chatbot with them and train the model yourself?

  • @ew3995
    @ew3995 Жыл бұрын

    i wonder if you could get flowwise to show its generated python code

  • @explodingstardust
    @explodingstardust Жыл бұрын

    Can show it with chromadb as its local and free for most people? Thanks for great work.

  • @cycla
    @cycla Жыл бұрын

    This is like selling the tools to make the shovels in a gold rush

  • @Insipidityy
    @Insipidityy11 ай бұрын

    What VSCode theme are you using? Looks great!

  • @daveebbelaar

    @daveebbelaar

    11 ай бұрын

    Atom One Dark 🔥

  • @oluwaseunakinropo6318
    @oluwaseunakinropo631810 ай бұрын

    Hii Great video! Please I have an issue using flowise to chain with my notion database ( I embedded Google sheet in my notion) but my bot can’t answer questions about info in my google sheet, please what am I doing wrong ?

  • @johanvander6193
    @johanvander6193 Жыл бұрын

    Hi Dave, question. A lot of documents I want to upload have images meaningful to the subject. Is there already a way for AI to take these into account when chatting to a document?

  • @aisimp

    @aisimp

    Жыл бұрын

    I think that ability is coming with a new iteration of GPT4, right now this functionality is in testing

  • @dozieweon
    @dozieweon8 ай бұрын

    Nob question: How is this different from building it on Botpress?

  • @TechResearch05
    @TechResearch0511 ай бұрын

    I am getting an error while using flowise - ErrorWithoutStackTrace: PineconeClient: Error getting project name: SyntaxError: Unexpected token A in JSON at position 0. Tried to cross check but not sure what is going wrong. Could yo please help?

  • @AIEntusiast_
    @AIEntusiast_3 ай бұрын

    multiple pdf, docs at same time ?

  • @10points56
    @10points56 Жыл бұрын

    can we add system message in query

  • @ivanmayoral3813
    @ivanmayoral381310 ай бұрын

    🎯 Key Takeaways for quick navigation: 00:00 🔥 La pregunta clave es cómo integrar ChatGPT con datos de la compañía en 10 minutos. 02:28 🧩 Flowwise: Constructor visual para aplicaciones de modelos de lenguaje. 05:17 ⚙️ Clonar repositorio Flowwise y usar Docker o npm para iniciar. 08:26 💬 Crear chatbot de recuperación conversacional QA con acceso a datos propios. 11:48 🌐 Explorar otras opciones en el constructor visual de Flowwise. 12:56 🐍 Usar el código generado en Python para interactuar con el chatbot. 14:44 📈 Probar la memoria del chatbot y aplicar en prototipos rápidos. 15:51 🚀 Flowwise: Ideal para prototipos ágiles de modelos de lenguaje. Made with HARPA AI

  • @ricochetism
    @ricochetism Жыл бұрын

    any way to get around the Azure OpenAI key requirement

  • @R_Stoelwinder
    @R_Stoelwinder Жыл бұрын

    Dave, dit is de shit man!

  • @daveebbelaar

    @daveebbelaar

    Жыл бұрын

    😂👌🏻

  • @trackerprince6773
    @trackerprince6773 Жыл бұрын

    Awesome video. After watching I'm trying to go a step further and use pinecone with ConversationalRetrievalQA with langchan Js directly. I'm getting a response for the query, however for some reason the buffer only always stores the latest messages. The history of messages is never stored so I cant build on prev messages. Do you have any example for successful implementation?

  • @aisimp

    @aisimp

    Жыл бұрын

    I build with flowise and I believe it was aware of the whole conversation. Maybe something to do with the setup

  • @somethingmystical567
    @somethingmystical56711 ай бұрын

    it keeps saying this for me: * error decoding 'ports': No port specified: : how do i fix that?

  • @DanielWamara
    @DanielWamara26 күн бұрын

    Can one link this to a local LLM like Ollama to reduce the costs?

  • @jeroenvanharten6575
    @jeroenvanharten65758 ай бұрын

    I tried your exact workflow on windows and on mac, but never been able to get it going. On mac all i got was 'Error: Error: Error: ENOENT: no such file or directory, open'

  • @Love-lf9ny
    @Love-lf9ny11 ай бұрын

    Is docker free, and will the server be on while my computer is turnt off?

  • @Powergeek2011
    @Powergeek2011 Жыл бұрын

    Is our data sent to OpenAI ?

  • @claudiomescoladetecnologia
    @claudiomescoladetecnologia11 ай бұрын

    How to use without Open AI API? I see some Chrome plugins doing this with ChatGPT 3.5. The API is very expensive and not worth it. More thanks for showing this tool, Success!

  • @SumantXD
    @SumantXD11 ай бұрын

    how to upload the txt file through code?

  • @yacahumax1431
    @yacahumax143111 ай бұрын

    Any idea how to make this work with spanish? I uploaded a Q & A text file but the bot only answers in english

  • @jmay3230
    @jmay32308 ай бұрын

    How safe is your data ... ?

  • @kittentheorangetabby9676
    @kittentheorangetabby967611 ай бұрын

    TypeError: Cannot read properties of undefined (reading 'startsWith')

  • @vinujavinduwara8552
    @vinujavinduwara855211 ай бұрын

    local host is not working why?

  • @toppu10animes
    @toppu10animes11 ай бұрын

    I'm getting this error everytime: ReferenceError: Blob is not defined

  • @Armin_Hemati
    @Armin_HematiАй бұрын

    tnx for info.... can u help me understand the differencebetween there two Artificial Intelligence & artificial intelligence solution !!?? cuz i want to choose a university bachelor's degree??? and what do you think i should learn?? ML /// deep learning/// python //data analyst //data science...... ???? TNX

  • @DjehutimasAsarRa
    @DjehutimasAsarRa Жыл бұрын

    Wasn't able to get the localhost to spin up

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