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diabetes-prediction's Introduction

Diabetes prediction model # MeriSkill Internship #Data Analyst Intern

Project Summary:-

The following features have been provided to help us predict whether a person is Diabetic or not:

  1. Pregnancies: Number of times pregnant.
  2. Glucose: Plasma glucose concentration over 2 hours in an oral glucose tolerance test.
  3. Blood Pressure: Diastolic blood pressure (mm Hg).
  4. Insulin: 2-hour serum insulin (mu U/ml).
  5. BMI: Body mass index (weight in Kg)/(height in M2).
  6. Age: Age (years)
  7. Outcome: Class variable (0 if non-diabetic, 1 if diabetic)

Key Highlights:

  1. Data Exploration: Analyzing the dataset and understanding the features.
  2. Data Preprocessing: Handling missing values and converting numerical data into categorical variables for improved interpretation.
  3. Model Building: Developing predictive models using machine learning techniques.
  4. Model Evaluation: Assessing model performance and selecting the most suitable model.
  5. Conclusion: Recommendations and insights drawn from the analysis.

Files been added:

Diabetes Dataset Model Python File Model pdf file

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