https://github.com/chibuikeeugene/computer_vision_model_apis
Deep learning solutions built on neural networks for computer vision applications - image identification
https://github.com/chibuikeeugene/computer_vision_model_apis
cicd circleci computer-vision docker fastapi tensorflow
Last synced: about 2 months ago
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Deep learning solutions built on neural networks for computer vision applications - image identification
- Host: GitHub
- URL: https://github.com/chibuikeeugene/computer_vision_model_apis
- Owner: chibuikeeugene
- Created: 2024-05-27T14:24:56.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2024-07-10T10:36:24.000Z (almost 2 years ago)
- Last Synced: 2025-05-31T23:54:58.533Z (about 1 year ago)
- Topics: cicd, circleci, computer-vision, docker, fastapi, tensorflow
- Language: Python
- Homepage:
- Size: 271 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# COMPUTER VISION MODEL APIS
Deep learning applications built on neural networks for various business applications.
## Description
This API service contains several packages built and hosted independently and finally imported into this project. There are three endpoints
### Service endpoint 1 (Chest xray classifier)
- returns **prediction** for condition(either normal or pneumonia) of a patient's chest health status
### Service endpoint 2 (Kitchen ware classifier)
- object identification - returns the name of the image of any of the trained objects as seen during development (glass, cup, spoon, plate, knife, fork)
### Service endpoint 3 (Brain Scan image classifier)
- returns **prediction** for condition(either glioma, meningioma, no tumor, or pituitary) of a patient's brain scan outcome
## Dependencies and packages
1. numpy>=1.20.0,<1.21.0
2. python = 3.10
3. pandas = 2.2.2
4. scikit-learn = 1.4.2
5. pydantic = 2.7.0
6. strictyaml = 1.7.3
7. tensorflow = 2.16.1
8. scikeras = 0.13.0
9. tensorflow-datasets = 4.9.4
10. pillow = 10.3.0
11. pydantic-settings = 2.2.1
12. fastapi = 0.110.3
13. uvicorn = 0.29.0
14. loguru = 0.7.2
15. python-multipart = 0.0.9
16. kitchenware-model-package = 0.0.3
17. braintumor-model-package = 0.1.0
18. pneumonia_model_package = 0.2.0
## Source code link
Source code link:
[Github link](https://github.com/chibuikeeugene/computer_vision_model_apis.git)
Python index packages:
- [Pneumonia model package url](https://pypi.org/project/pneumonia_model_package/)
- [Brain tumor model package url](https://pypi.org/project/braintumor-model-package/)
- [Kitchen ware model package url](https://pypi.org/project/kitchenware_model_package/)
## Snapshots
![Api documentation 1]()
![Api documentation 2]()