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https://github.com/akash1070/breast-cancer-prediction-

predicting breast cancer using machine learning models
https://github.com/akash1070/breast-cancer-prediction-

breast-cancer-prediction breast-cancer-wisconsin k-nearest-neighbours python3 random-forest-classifier standard-scaler svm-model train-test-split

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predicting breast cancer using machine learning models

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# **Building A Breast Cancer Prediction**

![Python 3.6](https://img.shields.io/badge/Python-3.6-brightgreen.svg)
![sklearn](https://img.shields.io/badge/Library-sklearn-orange.svg)
![Numpy](https://img.shields.io/badge/Library-Numpy-blue.svg)
![flask](https://img.shields.io/badge/Library-flask-white.svg)
![pyforest](https://img.shields.io/badge/Library-pyforest-red.svg)

## Authors

- [@Akash Kumar Jha](https://github.com/Akash1070)

## Deployment

1. Data Extraction
2. Exploratory Data Analysis(EDA)
3. Feature Engineering
4. Model Building and Tuning

## Installation

To install the libraries used in this project. Follow the
below steps:

```bash
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import pickle
%matplotlib inline

from sklearn.model_selection import train_test_split
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.ensemble import RandomForestClassifier
from sklearn.preprocessing import StandardScaler

```

## Running Flask Api

To run tests, run the following command

```bash
python app.py
```

## šŸš€ About Me

Data Scientist Enthusiast | Petroleum Engineer Graduate | Solving Problems Using Data

# Hi, I'm Akash! šŸ‘‹

## šŸ”— Links
[![github](https://img.shields.io/badge/github-000?style=for-the-badge&logo=ko-fi&logoColor=white)](https://github.com/Akash1070)
[![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/akashkumar107/)

## Tech Stack

![Logo](https://businesstoys.in/assets/programs/full-stack-data-science-professional-program/tools.png)
## Other Me
šŸ‘©ā€šŸ’» I’m interested in Petroleum Engineering

🧠 I’m currently learning Data Scientist | Data Analytics | Business Analytics

šŸ‘Æā€ā™€ļø I’m looking to collaborate on Ideas & Data

## šŸ›  Skills
1. Data Scientist
2. Data Analyst
3. Business Analyst
4. Machine Learning

## Future Plans

āš”ļø Looking forward to help drive innovations into your company as a Data Scientist

āš”ļø Looking forward to offer more than I take and leave the place better than i found