
## Model description

Text classification on the Newsgroup20 dataset using pre-trained [GloVe](https://nlp.stanford.edu/projects/glove/) word embeddings.

This repo contains the model [to this Keras example using pre-trained word embeddings](https://keras.io/examples/nlp/pretrained_word_embeddings/).

Full credits to : [fchollet](https://twitter.com/fchollet)

Model reproduced by : [Sumedh](https://huggingface.co/sumedh)

## Training and evaluation data

Newsgroup20 dataset, a set of 20,000 message board messages belonging to 20 different topic categories

### Training hyperparameters

The following hyperparameters were used during training:

| name | learning_rate | decay | rho | momentum | epsilon | centered | training_precision |
|----|-------------|-----|---|--------|-------|--------|------------------|
|RMSprop|0.0010000000474974513|0.0|0.8999999761581421|0.0|1e-07|False|float32|

 ## Model Plot

<details>
<summary>View Model Plot</summary>

![Model Image](./model.png)

</details>
{"language": "en", "library_name": "keras", "tags": ["multiclass-classification", "newsgroup"], "datasets": "newsgroup"}
keras tensorboard multiclass-classification newsgroup en dataset:newsgroup region:us
TAGS
#keras #tensorboard #multiclass-classification #newsgroup #en #dataset-newsgroup #region-us 

Model description
-----------------


Text classification on the Newsgroup20 dataset using pre-trained GloVe word embeddings.


This repo contains the model to this Keras example using pre-trained word embeddings.


Full credits to : fchollet


Model reproduced by : Sumedh


Training and evaluation data
----------------------------


Newsgroup20 dataset, a set of 20,000 message board messages belonging to 20 different topic categories


### Training hyperparameters


The following hyperparameters were used during training:



Model Plot
----------



View Model Plot
!Model Image



### Training hyperparameters


The following hyperparameters were used during training:



Model Plot
----------



View Model Plot
!Model Image
TAGS
#keras #tensorboard #multiclass-classification #newsgroup #en #dataset-newsgroup #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:



Model Plot
----------



View Model Plot
!Model Image
passage: TAGS
#keras #tensorboard #multiclass-classification #newsgroup #en #dataset-newsgroup #region-us 
### Training hyperparameters


The following hyperparameters were used during training:



Model Plot
----------



View Model Plot
!Model Image