Content Based Image Search: InstructBLIP + Sentence Transformers + FAISS

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Abhishek Thakur

Abhishek Thakur

Жыл бұрын

In this video, we create a system for content based image search using instruct blip, sentence transformers and faiss. In the end, we have built a system to search for images just by using text and we can even search for intricate details!
Please subscribe and like the video to help me keep motivated to make awesome videos like this one. :)
My book, Approaching (Almost) Any Machine Learning problem, is available for free here: bit.ly/approachingml
Follow me on:
Twitter: / abhi1thakur
LinkedIn: / abhi1thakur
Kaggle: kaggle.com/abhishek

Пікірлер: 17
@abhishekkrthakur
@abhishekkrthakur Жыл бұрын
Please subscribe and like the video to help me keep motivated to make awesome videos like this one. :)
@rajivmehtapy
@rajivmehtapy Жыл бұрын
Excellent guideline , It'll save lot's of time and speed for image-based search.
@nikhilsingh291
@nikhilsingh291 11 ай бұрын
Hey Abhishek, great stuff. One small suggestion. Please talk about the machine details for a few seconds highlighting the CPU, RAM, GPU type etc, especially when it comes to training LLms and all. Thanks!
@sabaokangan
@sabaokangan Жыл бұрын
Thank you so much for this with us on KZfaq
@saravananumapathy2465
@saravananumapathy2465 Жыл бұрын
This is cool stuff 😎.thanks a lot
@the-ghost-in-the-machine1108
@the-ghost-in-the-machine1108 11 ай бұрын
cool!
@fuhodev9548
@fuhodev9548 Жыл бұрын
15:37 Sentence Transformer
@michallecbych7556
@michallecbych7556 Жыл бұрын
Your tutorials are great, but could you also provide the code in the description (or comment)?
@ravitanwar9537
@ravitanwar9537 Жыл бұрын
will it work on kaggle notebook? its failing on google colab
@stoufa
@stoufa 7 ай бұрын
how much GPU memory do you have sir? ... I can't run the script because of an OutOfMemoryError! is there a way to compress the model even further?
@stoufa
@stoufa 7 ай бұрын
can you please provide the yml file of your conda environment (llm)? I keep getting errors related to incompatible packages!
@stoufa
@stoufa 7 ай бұрын
never mind, I figured out how to install everything.
@matteomazzola3958
@matteomazzola3958 Жыл бұрын
How many GB of RAM you need for this application? 100 GB?
@abhishekkrthakur
@abhishekkrthakur Жыл бұрын
it took 10gb gpu memory. i didnt check ram but less than 16 i guess. max i have is 32
@abhishekkrthakur
@abhishekkrthakur Жыл бұрын
note the 4 bit part which makes it memory efficient 🙂
@ravitanwar9537
@ravitanwar9537 Жыл бұрын
this is failing on google colab
@rohitagarwal2999
@rohitagarwal2999 Жыл бұрын
@@abhishekkrthakur Hi thanks for your tutorial. I was trying to use my GPU machine which is AWS g5.4xlarge supposed to be 24GB GPU memory . I used the 7b model , but it did not work saying it needs more memory. Even on Huggingface if I try to run 7b model it complains about the memory requirement of 31GB. Can you please help me in how you managed to get a 10GB footprint.
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