https://github.com/MrKhan0747/Breast-Cancer-Detection

https://github.com/MrKhan0747/Breast-Cancer-Detection

breast-cancer breast-cancer-prediction breast-cancer-tumor breast-cancer-wisconsin breastcancer-classification classification classification-model kaggle kaggle-dataset knn-classification logistic-regression machine-learning random-forest svm-classifier

Last synced: 3 months ago
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• Host: GitHub
• URL: https://github.com/MrKhan0747/Breast-Cancer-Detection
• Owner: MrKhan0747
• Created: 2019-03-19T07:48:44.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-04-22T12:23:26.000Z (over 5 years ago)
• Last Synced: 2024-05-29T23:17:34.863Z (6 months ago)
• Topics: breast-cancer, breast-cancer-prediction, breast-cancer-tumor, breast-cancer-wisconsin, breastcancer-classification, classification, classification-model, kaggle, kaggle-dataset, knn-classification, logistic-regression, machine-learning, random-forest, svm-classifier
• Language: Jupyter Notebook
• Size: 1.56 MB
• Stars: 2
• Watchers: 2
• Forks: 3
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-ai-cancer - MrKhan0747/Breast-Cancer-Detection - Simple model for the Wisconsin dataset using logistic regression, support vector machine, KNN, naive Bayes, and random forest classifier (Code / Repositories)

README

        
# Breast Cancer Detection

## Objective

Downlaod dataset from https://www.kaggle.com/uciml/breast-cancer-wisconsin-data

### Techniques Used

- Data Cleaning

- Data Visualization

- Machine Learning Modeling

### Algortihms Used

1. Logistic Regression

2. Support Vector Machine

3. KNN

4. Naivye Bayes

5. Random Forest Classifier 

### Model Evaluation Methods Used

1. Accuracy Score

2. ROC AUC Curve

3. Cross Validation

4. Confusion Matrix

## Guide Lines 

### Packages and Tools Required:

```

Pandas 

Matplotlib

Seaborn

Scikit Learn

Jupyter Notebook

```

### Package Installation

```

pip install numpy

pip install pandas

pip install seaborn

pip install scikit-learn

pip install matplotlib

```

Jupyter Notebook Installation Guide  https://jupyter.org/install