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heart-attack-risk-predictor-with-eval-machine-learning's Introduction

Heart-Attack-Risk-Predictor-with-Eval-Machine-Learning

(Heart Attack Cardiac Arrest

The aim of this project is to predict whether a person is having a risk of heart attack or not, using automated machine learning techniques.

What is a heart attack?

A heart occurs when one or more of coronary arteries becomes blocked. Overtime, a build up of fatty deposits, including cholesterol for substances called plaques, which can narrow the arteries. This condition, called coronary artery disease, causes most heart attacks.

Understanding the problem statement.

A dataset is given in which various attributes are given which are crucial for heart disease detection. Using the data, a model was built using auto Machine learning techniques.

What is Auto ML?

Automated machine learning (AutoML) is the process of automating the tasks of applying machine learning to real-world problem.

In this project we will first use different machine learning algorithm, then we will understand how we can use auto-ml techniques, Eval ML for this project to make the work simpler.

Steps taken.

  1. Data Analysis
  2. Feature Engineering
  3. Standardization
  4. Model buidling
  5. Prediction

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