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weak-ingredient-recognition-bert-base-cased-german

chefkoch24 / weak-ingredient-recognition-bert-base-cased-german

Run on huggingface.co
huggingface.co
Total runs: 18
24-hour runs: 0
7-day runs: 4
30-day runs: -11
Model's Last Updated: July 26 2023
token-classification

Introduction of weak-ingredient-recognition-bert-base-cased-german

Model Details of weak-ingredient-recognition-bert-base-cased-german

Weakly supervised token classification model for German recipe texts based on bert-base-german-cased.

Code available: https://github.com/chefkoch24/weak-ingredient-recognition

Dataset: https://www.kaggle.com/datasets/sterby/german-recipes-dataset

Recognizes the following entities:
'O': 0,
'B-INGREDIENT': 1,
'I-INGREDIENT': 2,
'B-UNIT': 3,
'I-UNIT': 4,
'B-QUANTITY': 5,
'I-QUANTITY': 6

Training:
epochs: 2
optimizer: Adam
learning rate: 2e-5
max length: 512
batch size: 8
recipes: 7801

The model was trained on single Geforce RTX2080 with 11GB GPU

Metrics on test set (weakly supervised):
accuracy_token 0.9965656995773315
f1_token 0.9965656995773315
precision_token 0.9965656995773315
recall_token 0.9965656995773315

Runs of chefkoch24 weak-ingredient-recognition-bert-base-cased-german on huggingface.co

18
Total runs
0
24-hour runs
1
3-day runs
4
7-day runs
-11
30-day runs

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weak-ingredient-recognition-bert-base-cased-german install

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

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Provider of weak-ingredient-recognition-bert-base-cased-german huggingface.co

chefkoch24
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