Skip to main content

A brain tumor model package

Project description

BRAIN TUMOR CLASSIFICATION

A machine learning package that diagnoses brain tumors from MRI (Magnetic Resonance Imaging) scans. It detects if there is a tumor and then classify it in terms of grade, type, and specific location. This program uses a neural network algorithm to detect tumors/no tumors with a validation accuray of 92% and a validation recall of 98%.

Data set and its description

Data Description
Image the image object(jpg format)
Label class options of each image (glioma, meningioma, no tumor, and pituitary.)

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

Source code link

Source code link: Github link

Python index package: Pypi link

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

braintumor_model_package-0.2.0.tar.gz (80.8 MB view details)

Uploaded Source

Built Distribution

braintumor_model_package-0.2.0-py3-none-any.whl (80.8 MB view details)

Uploaded Python 3

File details

Details for the file braintumor_model_package-0.2.0.tar.gz.

File metadata

  • Download URL: braintumor_model_package-0.2.0.tar.gz
  • Upload date:
  • Size: 80.8 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.2 CPython/3.9.12 Darwin/23.3.0

File hashes

Hashes for braintumor_model_package-0.2.0.tar.gz
Algorithm Hash digest
SHA256 01068b5561a6cb06f04ade013d41639927d5e4b374923f1e855f6de9203b67ef
MD5 29e799703d38c58c3b8dba888e7fa4a6
BLAKE2b-256 d5fa0123b383f46e150c3e417660eb9cdd30ad6bd575266ce3fb831b08a455b4

See more details on using hashes here.

File details

Details for the file braintumor_model_package-0.2.0-py3-none-any.whl.

File metadata

File hashes

Hashes for braintumor_model_package-0.2.0-py3-none-any.whl
Algorithm Hash digest
SHA256 3fe468944e6e8c7588aa5487294a0221730681259caca492a6d2949c32b31b7e
MD5 b3d847c706d167fef80510ccf91379b4
BLAKE2b-256 bbf624e668d93dd384ad5730a196d3e6e42bbeefe9a10d03198efe44ac35525e

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page