https://github.com/theveryhim/nlp-and-deployment

Analysis a paper publishment data set in a nlp manner and deploying on some models for training.
https://github.com/theveryhim/nlp-and-deployment

auto-ml neural-networks nlp sentiment-analysis word-embedding

Last synced: 11 months ago
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Analysis a paper publishment data set in a nlp manner and deploying on some models for training.

• Host: GitHub
• URL: https://github.com/theveryhim/nlp-and-deployment
• Owner: theveryhim
• License: mit
• Created: 2025-07-05T16:23:09.000Z (12 months ago)
• Default Branch: main
• Last Pushed: 2025-07-05T16:40:20.000Z (12 months ago)
• Last Synced: 2025-07-05T18:11:02.273Z (12 months ago)
• Topics: auto-ml, neural-networks, nlp, sentiment-analysis, word-embedding
• Language: Jupyter Notebook
• Homepage:
• Size: 1.36 MB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# NLP and Deployment

In this Repo we anaysied a data set nlp-wisely and used the results for learning

- Getting to know better(Exploratory Data Analysis)



    

    



- some nlp related:

  - POS Tagging

  - Name-Entity Recognition

  - Embeddings

    - BoW

    - TF-IDF

    - GLoVe

```markdown

Masculine: knight -> Feminine: knight

Masculine: hunter -> Feminine: hunter

Masculine: boy -> Feminine: girl

Masculine: son -> Feminine: daughter

Masculine: grandfather -> Feminine: grandmother

...

```

- Training deployment

  - AutoML

```markdown

model_id                                                mean_per_class_error    logloss      rmse        mse

GBM_grid_1_AutoML_1_20250128_145456_model_1                         0.921999   0.623391  0.337669  0.11402

DeepLearning_grid_1_AutoML_1_20250128_145456_model_3                0.922034   0.746481  0.304669  0.0928233

DeepLearning_grid_1_AutoML_1_20250128_145456_model_1                0.922425   1.20105   0.333376  0.111139

```

  - Neural architecture search