Mastering AI Vision Chatbot Development with Ollama & Streamlit

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  • เผยแพร่เมื่อ 7 มิ.ย. 2024
  • Welcome to our comprehensive tutorial on the multimodal llava model where we'll guide you through the process of building an image analyzer chatbot using Ollama and LLava - two powerful open-source tools. Whether you're a seasoned developer or just starting out, this step-by-step walkthrough will help you grasp the concepts and implement them effectively.
    In this tutorial, we'll cover everything you need to know, from installing Ollama on your computer to developing your chatbot using Streamlit. With LLava natural language processing capabilities and vision capabilities , you'll be able to create a chatbot that can analyze images and respond intelligently to user queries. You can run LLava on Ollama using a Windows PC or Mac.
    Key Topics Covered:
    * Introduction to Ollama and LLava
    * Installing Ollama on your computer
    * Pulling Ollama models down to your computer
    * Building the image analyzer chatbot with Streamlit
    * Tutorial how to use model ollama - llava
    By the end of this tutorial, you'll have a fully functional image analyzer chatbot that you can customize to fit your needs. So, let's dive in and start building together!
    Don't forget to like, share, and subscribe for more tutorials on AI, machine learning, and software development. Happy coding! 🤖🚀
    Chapters:
    00:00:00 - Intro
    00:00:20 - Installing Ollama
    00:02:09 - Ollama Commands
    00:02:05 - Ollama Models
    00:05:05 - Dowloading LLava - ollama multimodal model
    00:07:58 - Testing LLava model
    00:10:05 - Coding Image Chatbot
    00:31:09 - Testing Complete Image Chatbot
    Project Code:
    🧑‍💻 Starter Project branch - github.com/AIDevBytes/LLava-I...
    👩‍💻 Completed code - github.com/AIDevBytes/LLava-I...
    🔗 Websites
    Streamlit - streamlit.com
    Ollama - ollama.com
    🔗 Other Videos
    Quick Start: 🚀 Set Up Your Streamlit Dev Environment in Under 5 Minutes! • How to Setup a Streaml...
    Ollama & Windows | Run FREE Local UNCENSORED AI Models on Windows with Ollama • OLLAMA | Want To Run U...
    #Ollama #LLava #Chatbot #ImageAnalysis #AI #OpenSource #MachineLearning #streamlit #codingtutorial
    _____________________________________
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    👍 Like this video if you found it helpful!
    💬 Share your thoughts and questions in the comments section below!
    GitHub: github.com/AIDevBytes
    🏆 My Goals for the Channel 🏆
    _____________________________________
    My goal for this channel is to share the knowledge I have gained over 20+ years in the field of technology in an easy-to-consume way. My focus will be on offering tutorials related to cloud technology, development, generative AI, and security-related topics.
    I'm also considering expanding my content to include short videos focused on tech career advice, particularly aimed at individuals aspiring to enter "Big Tech." Drawing from my experiences as both an individual contributor and a manager at Amazon Web Services, where I currently work, I aim to share insights and guidance to help others navigate their career paths in the tech industry.
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ความคิดเห็น • 8

  • @AIDevBytes
    @AIDevBytes  หลายเดือนก่อน +1

    Comment below what other types of videos/video topics you would like to see on the channel.

  • @KadirErturk
    @KadirErturk หลายเดือนก่อน +1

    This is great, adding voice to this app might be a good idea

    • @AIDevBytes
      @AIDevBytes  หลายเดือนก่อน +1

      👍 Thanks, I'll be creating a text-to-speech bot in the future.

  • @sania3631
    @sania3631 หลายเดือนก่อน +1

    Thanks from Morocco 🇲🇦! Great video and concise explanations. I had first downloaded the llava model via LM Studio and struggled to pull it later on from Ollama. Your tutorial was very helpful.

  • @MillaGamer
    @MillaGamer หลายเดือนก่อน +1

    Tks from brazil, keep posting videos.

    • @AIDevBytes
      @AIDevBytes  หลายเดือนก่อน

      More to come!
      Also, what other types of videos would you like to see? I like to get direct feedback from viewers.

  • @theh1ve
    @theh1ve หลายเดือนก่อน +1

    This is fab thank you, how could this be updated so that if you upload an image it switches to say llava model, however if you don't you can use it as a normal chatbot with llama? That would be cool.

    • @AIDevBytes
      @AIDevBytes  หลายเดือนก่อน +1

      glad you liked the video.
      You could update the code to look something like this. Example code snippet 👇:
      if uploaded_file is None:
      # calling regular model with chat helper function
      llm_stream = chat(user_prompt, model=model)
      # streams the response back to the screen
      stream_output = st.write_stream(llm_stream)
      else:
      # calling the image model
      stream = analyze_image_file(uploaded_file, model=image_model, user_prompt=chat_input)
      stream_output = st.write_stream(stream)
      Hope this helps.
      Here is a video for creating just a regular Ollama chatbot. A lot of the concepts are the same. th-cam.com/video/vDD_L0ab-FY/w-d-xo.html