Inference API: The easiest way to integrate NLP models for inference!

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Жыл бұрын

Learn How to use HuggingFace Inference API to easily integrate NLP models for inference via simple API calls.
Code: github.com/PradipNichite/Yout...
NLP Beginner to Advanced Playlist:
• NLP Beginner to Advanced
I am a Freelance Data Scientist working on Natural Language Processing (NLP) and building end-to-end NLP applications.
I have over 7 years of experience in the industry, including as a Lead Data Scientist at Oracle, where I worked on NLP and MLOps.
I Share Practical hands-on tutorials on NLP and Bite-sized information and knowledge related to Artificial Intelligence.
LinkedIn: / pradipnichite
#nlp #bert #transformers #machinelearning #artificialintelligence #datascience

Пікірлер: 41

@FutureSmartAI Жыл бұрын

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@johnknapp5048 Жыл бұрын

Hey Pradip, that's very well presented. Good job!

@FutureSmartAI Жыл бұрын

Thank you so much 🙂

@Nandhakumar_Arumugam8 10 ай бұрын

Simple one. But a valuable for someone who is making the transition from Intermediate (codes own model) to Advanced (uses Pretrained model) Kudos🎉

@almerdiazbondoc8373 9 ай бұрын

SO USEFUL. THANK YOU SO MUCH!

@alijawwad1763 Жыл бұрын

Fantastic. The likes on the video dont do the justice how great the helpful the video is.

@FutureSmartAI Жыл бұрын

Glad it was helpful!

@sohailpatel7549 6 ай бұрын

Thanks man! Didn't know it was this easy.

@FutureSmartAI 6 ай бұрын

Glad I could help!

@mjacfardk Жыл бұрын

Thank you brother for the great tutorial 🙏

@FutureSmartAI Жыл бұрын

Glad it was helpful!

@saman__fatima 4 ай бұрын

thanks for sharing :)

@swapnilcodes 10 ай бұрын

Nice

@allandclive Жыл бұрын

Hello, can it handle real time Speech to Text with ASR models?

@SD-rg5mj Жыл бұрын

hello I would like the photos he describes to me to go directly to a Google, could it work with the api? Thanks a lot

@loadsofpizza4446 11 ай бұрын

If you can't find the snippet code what does that mean?

@user-zx3zk1xn6h 5 ай бұрын

Please reply, İ don't get the deploy button shown to me on any model page

@pariworecords1386 Жыл бұрын

Thank you soo much brother! My only question is that I don't have Colab Notebook. Do you know where I could possibly access it and is it also usable for Mac users or are there any alternatives. Blessings

@FutureSmartAI Жыл бұрын

You can use colab notebook which is free if you login with google

@karthikdatta7143 11 ай бұрын

Hey, can you please answer this, if we want to use a custom model for inference, where do I specify my outputs and inputs? where do I host the code for the model?

@FutureSmartAI 11 ай бұрын

you can push model to huggingface hub. I have shown in this video kzfaq.info/get/bejne/frh3lpmCq6fDiYk.html

@bal4350 Ай бұрын

Explain about read and write tokens

@mikiallen7733 4 ай бұрын

thanks sir for the work you do , however I want to know 1- how one can integrate specific set of models (pre-trained) ones in to Rstudio ? so that one can simply run examples on data "proprietary in my case " locally within R 2- is there a way to ask the inference API for tasks different from the typical sentiment classification of text for example "multi-entity tagging" , "modalities" ....etc your input is highly appreciated

@FutureSmartAI 4 ай бұрын

Hi not sure about Rstudio, but since its an api we should be able to use anywhere we want. Regarding different task, if we use pipeline class they we have to use one of the valid task but you can always use model inference and then have your own custom logic. You should finetune model if you have different req

@kettleghost3721 Жыл бұрын

Hello sir, can you please illustrate how to use a question-answering model like t5 by js inference? Thank you

@FutureSmartAI Жыл бұрын

you mean JavaScript inference?

@user-lm8er8yl1o 5 ай бұрын

Can you please show how can I use a code generation model of Hugging face like DeepSeekcoder or StartCoder using Inference API, as I am getting error.

@FutureSmartAI 5 ай бұрын

can you share error?

@Madiha456 Жыл бұрын

Hello sir can you please tell how we can generate hugging face api key for building a react app, please reply with an elaborated answer sir.

@FutureSmartAI Жыл бұрын

Can you ask this thing in discord? discord.gg/teBNbKQ2

@zaidshaikh9284 Жыл бұрын

hey i am using one api which takes input as a text and gives its summary. but i am not getting output correct. output = query({ "inputs": text, }) summary = output but not getting output in this case. even when i am using this summary = output[0] still not getting

@FutureSmartAI Жыл бұрын

Can you post in discord?

@mmet5772 11 ай бұрын

hi how can i use a huggingface api in my flutter app ?

@FutureSmartAI 11 ай бұрын

Its an api so we can use in any language. Here is an example of Python and Javscript huggingface.co/docs/api-inference/quicktour

@mmet5772 11 ай бұрын

@@FutureSmartAI thank you so much for your reply and i really finf your video so interesting,!

@arvindratnu5621 Жыл бұрын

how to give multiple inputs in query: "output = query({ "inputs": "I like you. I love you", })" I am trying this: "output = query({ "inputs": "I like you. I love you","I hate you", })" But I am getting error. Please help me.

@FutureSmartAI Жыл бұрын

Can you ask this in discord. We also published blog post on inference api blog.futuresmart.ai/mastering-hugging-face-inference-api-integrating-nlp-models-for-real-time-predictions

@Venkatesh-vm4ll Жыл бұрын

how about the pricing, i didn't understand , i like to make it live, what if 10000 user use this api, how much cost

@FutureSmartAI Жыл бұрын

The Inference API is free to use, and rate limited. If you need an inference solution for production, check out our Inference Endpoints service. huggingface.co/docs/inference-endpoints/index

@droponmoon4689 Жыл бұрын

you left half the way, it is difficult for new users

@FutureSmartAI Жыл бұрын

Hi you can ask if you have any doubts in discord. We also recently published a blog on inference API that should be helpful. blog.futuresmart.ai/mastering-hugging-face-inference-api-integrating-nlp-models-for-real-time-predictions