Deploy with FastAPI | | Sentiment Analysis with BERT using huggingface, PyTorch and Python Tutorial

Learn how to deploy a pre-trained BERT model as a REST API using FastAPI and Uvicorn

⭐️ Tutorial Contents ⭐️

(00:00) Demo of the REST API
(02:20) Initialize a new project with pyenv and pipenv
(07:55) Create a stubbed API response
(17:30) Add the pre-trained BERT model to our project
(19:35) Reacting to a 4.5 (on the Richter scale) earthquake 🙀
(30:05) Integrate our model predictions in the REST API

#BERT #RestAPI #FastAPI #Deployment #ML #MachineLearning #Huggingface #Transformer #PyTorch #TransferLearning #SentimentAnalysis #NLP #FineTuning #DeepLearning

[bankingitaspirant]

I'm glad to have found this channel.
I am new to this stuff, but I am learning quickly.
Your PyTorch book is awesome!
It brought me here. It is the reason I googled your name and found this channel.
Thank you man, you are a great help for new aspirants like me.

[BerkayBerkman]

Venelin, you made my day with your cool reaction to the earthquake :D :D

[vivekg]

How to deploy intent classifier model with fast API

[mateusfmf]

Thanks for the video!
how can i do this for a model with four labels in the predict data ( I'm trying but I didn't succeed)

[shreyanambiar]

I love this channel so much! keep up the good work :)

[arronslacey]

Hi - the pretrained model link no longer exists. Do you have a newer link?

[clivefernandes]

Hey I was wondering what will be the cost of the of deploying this model ?

[sudharsan]

Thanks for the awesome video. Can't we using hugging face pipelines for inference rather so much code? Could you please share your suggestions on inference with a custom NER model.

[buithanhlam]

Great! This is exactly what I'm looking for!

[every_instant]

Thanks for the vids. How do we output attentions score for each of the user input word?

[dhyanpatel]

How did you get the model on your google drive and make it downloadable?

[shyampatadia]

Hello, Great explanation, I had one doubt, can you explain the variable confidence?

[venkatesanr]

Waiting as usual it is going to be highly informative

[TOpCoder]

Hello, can you make a tutorial on deploying this model on the cloud, plz? Azure | AWS | GCP?

[DistortedV]

Does this integrate with kubernetes or docker?

[slimenbouras]

Great vidéo <3 but how can we fine-tune bert with pooling layer ? how can we see the best layer of the model ? thanx

[vivekg]

Can we use intent classification model for this fast API

[yagelardan]

Can you please make more tf2 videos? Ps love your content