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sinkaf

Türkçe küfürlü içerikleri bulan bir yapay zeka kütüphanesi / An ML library for profanity detection in Turkish sentences

https://github.com/eonurk/sinkaf

Science Score: 26.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
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    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (5.7%) to scientific vocabulary

Keywords

acikhack acikhack2021 kufur profanity-detection turkce-kufur turkish turkish-language turkish-nlp
Last synced: 9 months ago · JSON representation

Repository

Türkçe küfürlü içerikleri bulan bir yapay zeka kütüphanesi / An ML library for profanity detection in Turkish sentences

Basic Info
Statistics
  • Stars: 77
  • Watchers: 2
  • Forks: 8
  • Open Issues: 0
  • Releases: 0
Topics
acikhack acikhack2021 kufur profanity-detection turkce-kufur turkish turkish-language turkish-nlp
Created over 5 years ago · Last pushed about 2 years ago
Metadata Files
Readme Changelog License Citation

README.md

"Kt sz sahibine aittir."

-Anonim

Nedir?

sinkaf uygunsuz yorumlarn bulunmasn salayan bir python ktphanesidir.

Fark nedir?

Dier algoritmalardan en byk fark, nceden belirlenmi bir kelime listesinden cmlerlerdeki szckleri tek tek kontrol etmek yerine, makine renmesi metodlar kullanarak cmlenin genel anlamna bakabilmesidir. Ayn zamanda sinkaf baya bi hzl!

Nasl alyor?

Arka planda modelimizi eitmek iin A corpus of Turkish offensive language verisetini kullanyoruz. Bu veriseti 36,000+ twitter yorumunun hakaret ierip iermediini gsteren, Trke ile makine renmesi denemeleri yapmak isteyenler iin fevkaledenin fevkinde bir kaynak! Kendilerine teekkr ediyoruz. Velhasl...

Nasl yklerim?

PyPI version Downloads

properties pip3 install sinkaf

Gerekli paketler iin:

pip3 install -r requirements.txt

Nasl kullanrm?

```python from sinkaf import Sinkaf

snf = Sinkaf()

snf.tahmin(["ok tatl ocuk", "ok erefsiz ocuk"])

array([False, True])

snf.tahminlik(["ok tatl ocuk", "ok erefsiz ocuk"])

array([0.09811712, 0.86237484])

```

Alternatif model

BERT kullanlarak vektrize edilmi veri zerinde eitilmi modeller: - bert_pre: Kfrl cmlelerin saptanmasnda dk duyarllk yksek kesinlik - bert_rec: Kfrl cmlelerin saptanmasnda yksek duyarllk az kesinlik

```python snf = Sinkaf(model = "bert_pre")

snf.tahmin(["ok tatl ocuk", "ok erefsiz ocuk"])

array([False, True])

snf.tahminlik(["ok tatl ocuk", "ok erefsiz ocuk"])

array([0.26865139 0.85412345])

```

yi alyor mu?

Fena deil gibi ama tabi daha iyi kesinlikle olabilir.

Detaylar iin:
- sinkaf() - sinkaf(model = "bert_pre")

image

**sinkaf, Ak Hack 2021*'e katlmak amacyla KaraGz ekibi tarafndan gelitirilmitir.

\ *sunum linki, video linki

Owner

  • Name: Onur Karakaslar
  • Login: eonurk
  • Kind: user
  • Location: Leiden

Featuring random thoughts

GitHub Events

Total
  • Watch event: 13
Last Year
  • Watch event: 13

Committers

Last synced: about 3 years ago

All Time
  • Total Commits: 10
  • Total Committers: 2
  • Avg Commits per committer: 5.0
  • Development Distribution Score (DDS): 0.4
Top Committers
Name Email Commits
Onur Karakaslar o****4@g****m 6
Ömer Gözüaçık o****k@g****m 4

Issues and Pull Requests

Last synced: 9 months ago

All Time
  • Total issues: 0
  • Total pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: 3 months
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
Pull Request Authors
  • hmtcelik (1)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 39 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 5
  • Total maintainers: 1
pypi.org: sinkaf

Türkçe küfürlü içerikleri bulan bir kütüphane

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 39 Last month
Rankings
Stargazers count: 9.2%
Dependent packages count: 10.1%
Forks count: 14.2%
Average: 17.7%
Dependent repos count: 21.6%
Downloads: 33.6%
Maintainers (1)
eonurk
Last synced: 9 months ago

Dependencies

requirements.txt pypi
  • joblib *
  • numpy *
  • scikit_learn *
  • transformers *
setup.py pypi