tobacco-vaping-sentiment

sherif1311/tobacco-vaping-sentiment

tobacco-vaping-sentiment is a machine learning model from sherif1311. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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Hugging Face

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At a glance

Library: transformers
License: apache-2.0
Model type: t5
Access: Public
Created: Jul 13, 2024
Updated: Jul 13, 2024
SHA: 27b16914

Base models

google/flan-t5-base

Model card

From the Hugging Face model README

flan-t5-base-tobacco-vaping-sentiment

This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0042
F1: 99.8333
Gen Len: 2.3317

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0003
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Gen Len
0.014	1.0	675	0.0119	99.6662	2.335
0.0065	2.0	1350	0.0042	99.8333	2.3317
0.0	3.0	2025	0.0017	99.8333	2.3317
0.0	4.0	2700	0.0017	99.8333	2.3317
0.0	5.0	3375	0.0017	99.8333	2.3317

Framework versions

Transformers 4.42.4
Pytorch 1.12.1+cu116
Datasets 2.20.0
Tokenizers 0.19.1

Library: transformers
Type: t5
License: apache-2.0
Created: Jul 13, 2024
Updated: Jul 13, 2024