eto-taxi-model / README.md
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---
language:
- vi
- en
tags:
- sentence-transformers
- text-embeddings
- taxi-pricing
- vietnamese
license: apache-2.0
datasets:
- custom-taxi-data
model-index:
- name: ETO-TAXI Pricing Model
results: [ ]
---
# ETO520 Pricing Model
## Model Description
Model is trained on [ETO-TAXI Pricing Model and Route Dataset](https://github.com/tkvclub01/eto-api)
## Developed by
**Công Ty CP DV VT My Sơn**
Author: THÀNH TÂN
Email: [email protected]
Website: https://675.vn
## Intended Uses & Limitations
This model is intended for:
- Extracting location information from Vietnamese text
- Calculating similarity between locations
- Pricing estimation for taxi services
## How to Use
python
`from sentence_transformers import SentenceTransformer
Load the model
model = SentenceTransformer("icoquangninh/eto-taxi-model")
Generate embeddings
embeddings = model.encode(["Nhà hàng ABC", "Khách sạn XYZ"])
Calculate similarity
from sklearn.metrics.pairwise import cosine_similarity similarity = cosine_similarity([embeddings[0]], [embeddings[1]])`
## Training Data
The model was trained on Vietnamese taxi booking data to understand location names and pricing contexts.
## Evaluation Results
The model achieves good performance on Vietnamese text understanding tasks related to taxi services.
## Intended Uses & Limitations
This model is intended for:
- Extracting location information from Vietnamese text
- Calculating similarity between locations
- Pricing estimation for taxi services
Limitations:
- Model is specifically trained for Vietnamese language
- Performance may vary for locations outside Vietnam
- Pricing estimations are based on historical data patterns
## Training Data
The model was trained on Vietnamese taxi booking data to understand location names and pricing contexts. The training data includes:
- Vietnamese location names and addresses
- Taxi route information
- Pricing data for various distances
## Evaluation Results
The model achieves good performance on Vietnamese text understanding tasks related to taxi services with high accuracy in location name recognition and similarity calculation.
## Applications
This model can be used for:
1. Location-based search in taxi booking applications
2. Route optimization and pricing calculation
3. Similar location recommendation
4. Customer service automation for taxi companies