Build Grammarly API Opensource Grammar Correction Alternative with Gramformer & FastAPI in Python

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In this Applied NLP Python Tutorial, We'll learn how to build an open source Grammarly API alternative for Grammar Correction in Python.
We'll use Gramformer for Grammar Correction, FastAPI for building the API and serving the grammer correction inference, ColabCode for hosting the API on Google Colab serving it with ngrok.

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⌚️02:05 - Gramformer, FastAPI, ColabCode Python Libraries Introduction
⌚️06:01 - Building Grammar Correction Script in Python
⌚️11:34 - Building Grammar Correction API in Python
⌚️17:24 - Grammar Correction API Demo (Swagger UI)

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(gf, PATH) gives me an error " TypeError: can't pickle module objects" can you help with this?

nicolasportu
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Thanks for this video. is it better than LanguageTool ?

GandenKohkono
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can you please talk on how the gramformer model is trained?

soumyadrip
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what if I use flask to load the model and do the inference? I heard that flask is slow, when time comes to load heavy models like bert and stuff.

soumyadrip
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Hey bro, how do grammarly read text in real time and take it as an input of any website such as Gmail, twitter, let me know and it would be great if u make video regarding this.. thank you

hardikvegad
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Great Video! However, I want to know you did this with v01 when I am doing it with the latest version of gramformer. torch.save(gf, PATH) gives me an error " TypeError: can't pickle module objects" can you help with this?

YashSrivastava
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Thanks for video.
I was trying to run :
gf = Gramformer(models = 2, use_gpu=False) # 0=detector, 1=highlighter, 2=corrector, 3=all

but observing missing file error, can you please help.

kamalmansata
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