learn_hf_food_not_food_text_classifier Open-source Text Classification Model - Accurately Distinguish Food and Non-food Content

Learn Hf Food Not Food Text Classifier Distilbert Base Uncased

Developed by mrdbourke

This is a text classification model fine-tuned on DistilBERT-base-uncased for distinguishing between food and non-food text content.

Text Classification

Transformers

Open Source License:Apache-2.0 #Food Text Classification #High Accuracy #Lightweight BERT

Downloads 238

Release Time : 6/13/2024

Model Overview

This model is a text classifier fine-tuned on DistilBERT-base-uncased, specifically designed to identify whether text content is related to food. It achieved 100% accuracy on the evaluation set.

Model Features

High Accuracy

Achieved 100% classification accuracy on the evaluation set

Lightweight Model

Based on DistilBERT architecture, smaller and faster than standard BERT models

Efficient Training

Requires only 10 training epochs to achieve excellent performance

Model Capabilities

Text Classification

Food-related Text Recognition

Short Text Analysis

Use Cases

Content Classification

Food Review Classification

Automatically identify whether user reviews are related to food

100% accuracy

Social Media Content Filtering

Filter food-related posts on social media

E-commerce

Product Description Classification

Automatically distinguish between food and non-food product descriptions

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.3943	1.0	7	0.0926	1.0
0.0403	2.0	14	0.0067	1.0
0.0047	3.0	21	0.0021	1.0
0.0018	4.0	28	0.0011	1.0
0.001	5.0	35	0.0008	1.0
0.0008	6.0	42	0.0006	1.0
0.0007	7.0	49	0.0006	1.0
0.0006	8.0	56	0.0005	1.0
0.0005	9.0	63	0.0005	1.0
0.0006	10.0	70	0.0005	1.0

Property	Details
Model Type	Fine - tuned text classifier based on distilbert/distilbert-base-uncased
Training Data	Unknown

Featured Recommended AI Models

Empowering the Future, Your AI Solution Knowledge Base

English 简体中文繁體中文にほんご

Learn Hf Food Not Food Text Classifier Distilbert Base Uncased

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 learn_hf_food_not_food_text_classifier-distilbert-base-uncased

🚀 Quick Start

🔧 Technical Details

Training hyperparameters

Training results

Framework versions

📄 License