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AI2020

Translator & NLP Systems

NLP systems for translation and text generation using T5-class models.

Architecture & workflows

How this product is built, deployed, and operated in production.

Delivery flow

End-to-end delivery flow for this project, from intake through the final handoff.

Challenge

Clients needed specialized translation and generation beyond generic public tools.

How we did it

Trained/fine-tuned T5 pipelines with evaluation on domain samples (Lexpal and related work).

Outcome

Better domain phrasing and controllable generation for product features.

Tech stack

PythonT5PyTorchHugging Face

Step-by-step

  1. 1

    Collect

    Parallel or labeled text data

  2. 2

    Train

    Fine-tune T5 for the task

  3. 3

    Evaluate

    BLEU/quality checks on holdout set

  4. 4

    Serve

    Inference API for the app

  5. 5

    Iterate

    Add hard examples and retrain

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