Sponsored by Vmake Labs Video Enhancer
Toolify Toolify logo
AI Models
20newsgroups

merve / 20newsgroups

Run on huggingface.co
huggingface.co
Total runs: 0
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: August 30 2022
text-classification

Introduction of 20newsgroups

Model Details of 20newsgroups

Model description

This is a multinomial naive Bayes model trained on 20 new groups dataset. Count vectorizer and TFIDF vectorizer are used on top of the model.

Intended uses & limitations

This model is not ready to be used in production.

Training Procedure
Hyperparameters

The model is trained with below hyperparameters.

Click to expand
Hyperparameter Value
memory
steps [('vect', CountVectorizer()), ('tfidf', TfidfTransformer()), ('clf', MultinomialNB())]
verbose False
vect CountVectorizer()
tfidf TfidfTransformer()
clf MultinomialNB()
vect__analyzer word
vect__binary False
vect__decode_error strict
vect__dtype <class 'numpy.int64'>
vect__encoding utf-8
vect__input content
vect__lowercase True
vect__max_df 1.0
vect__max_features
vect__min_df 1
vect__ngram_range (1, 1)
vect__preprocessor
vect__stop_words
vect__strip_accents
vect__token_pattern (?u)\b\w\w+\b
vect__tokenizer
vect__vocabulary
tfidf__norm l2
tfidf__smooth_idf True
tfidf__sublinear_tf False
tfidf__use_idf True
clf__alpha 1.0
clf__class_prior
clf__fit_prior True
Model Plot

The model plot is below. 

Pipeline(steps=[('vect', CountVectorizer()), ('tfidf', TfidfTransformer()),('clf', MultinomialNB())])
Please rerun this cell to show the HTML repr or trust the notebook. 
Pipeline(steps=[('vect', CountVectorizer()), ('tfidf', TfidfTransformer()),('clf', MultinomialNB())])
CountVectorizer()
TfidfTransformer()
MultinomialNB()
Evaluation Results

You can find the details about evaluation process and the evaluation results.

Metric Value

How to Get Started with the Model

Use the code below to get started with the model.

Click to expand 
import pickle
with open(pkl_filename, 'rb') as file:
    clf = pickle.load(file)

Model Card Authors

This model card is written by following authors:

merve

Model Card Contact

You can contact the model card authors through following channels: [More Information Needed]

Citation

Below you can find information related to citation.

BibTeX: 

bibtex
@inproceedings{...,year={2020}}

Runs of merve 20newsgroups on huggingface.co

0
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About 20newsgroups huggingface.co Model

More 20newsgroups license Visit here:

https://choosealicense.com/licenses/mit

20newsgroups huggingface.co

20newsgroups huggingface.co is an AI model on huggingface.co that provides 20newsgroups's model effect (), which can be used instantly with this merve 20newsgroups model. huggingface.co supports a free trial of the 20newsgroups model, and also provides paid use of the 20newsgroups. Support call 20newsgroups model through api, including Node.js, Python, http.

20newsgroups huggingface.co Url

https://huggingface.co/merve/20newsgroups

merve 20newsgroups online free

20newsgroups huggingface.co is an online trial and call api platform, which integrates 20newsgroups's modeling effects, including api services, and provides a free online trial of 20newsgroups, you can try 20newsgroups online for free by clicking the link below.

merve 20newsgroups online free url in huggingface.co:

https://huggingface.co/merve/20newsgroups

20newsgroups install

20newsgroups is an open source model from GitHub that offers a free installation service, and any user can find 20newsgroups on GitHub to install. At the same time, huggingface.co provides the effect of 20newsgroups install, users can directly use 20newsgroups installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

20newsgroups install url in huggingface.co:

https://huggingface.co/merve/20newsgroups

Url of 20newsgroups

20newsgroups huggingface.co Url

Provider of 20newsgroups huggingface.co

merve
ORGANIZATIONS
huggingface.co

Other API from merve

 huggingface.co
merve/beans-vit-224

Total runs: 62
Run Growth: 42
Growth Rate: 67.74%
Updated:October 12 2023
huggingface.co
merve/Isaac-0.1

Total runs: 37
Run Growth: 22
Growth Rate: 59.46%
Updated:September 19 2025
huggingface.co
merve/lego-lora

Total runs: 34
Run Growth: -24
Growth Rate: -70.59%
Updated:January 06 2024
huggingface.co
merve/BiRefNet

Total runs: 33
Run Growth: 18
Growth Rate: 54.55%
Updated:January 28 2026
huggingface.co
merve/lego-sdxl-dora

Total runs: 30
Run Growth: -16
Growth Rate: -64.00%
Updated:February 26 2024
huggingface.co
merve/blip2-opt-6.7b

Total runs: 15
Run Growth: 9
Growth Rate: 60.00%
Updated:October 04 2023
huggingface.co
merve/vq-vae

Total runs: 14
Run Growth: 7
Growth Rate: 50.00%
Updated:July 18 2024
huggingface.co
merve/gemma-7b-8bit

Total runs: 13
Run Growth: -1
Growth Rate: -7.69%
Updated:February 22 2024
huggingface.co
merve/kosmos-2.5-ft

Total runs: 11
Run Growth: -2
Growth Rate: -18.18%
Updated:September 11 2025
huggingface.co
merve/lego_LoRA

Total runs: 10
Run Growth: 9
Growth Rate: 90.00%
Updated:November 25 2023
huggingface.co
merve/ner-replica

Total runs: 9
Run Growth: 6
Growth Rate: 66.67%
Updated:February 10 2023
huggingface.co
merve/paligemma_vqav2

Total runs: 8
Run Growth: -22
Growth Rate: -275.00%
Updated:December 18 2024
huggingface.co
merve/VeCap-DFN-b16

Total runs: 8
Run Growth: 1
Growth Rate: 12.50%
Updated:March 26 2024
huggingface.co
merve/sam-finetuned

Total runs: 8
Run Growth: 4
Growth Rate: 50.00%
Updated:July 11 2023
huggingface.co
merve/bart-example

Total runs: 7
Run Growth: -4
Growth Rate: -66.67%
Updated:January 28 2023
huggingface.co
merve/VeCap-DFN-h14

Total runs: 7
Run Growth: 0
Growth Rate: 0.00%
Updated:March 26 2024
huggingface.co
merve/turkish-rte-2

Total runs: 5
Run Growth: 3
Growth Rate: 60.00%
Updated:April 02 2023
huggingface.co
merve/turkish-rte

Total runs: 5
Run Growth: 3
Growth Rate: 60.00%
Updated:April 02 2023
huggingface.co
merve/peft-test-3

Total runs: 4
Run Growth: 0
Growth Rate: 0.00%
Updated:June 14 2023
huggingface.co
merve/colpali_ufo

Total runs: 1
Run Growth: 1
Growth Rate: 100.00%
Updated:December 20 2024
huggingface.co
merve/fistik

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:April 25 2026
huggingface.co
merve/pg-vqav2

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:May 22 2024
huggingface.co
merve/imagebind

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:January 04 2024
huggingface.co
merve/google-ckpts

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:October 22 2024
huggingface.co
merve/deeplab-v3

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:May 30 2022