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Description: Predict the likelihood of diseases such as diabetes or heart disease using patient data. Problem Understanding and Data Collection Define the project goals and

Description: Predict the likelihood of diseases such as diabetes or heart disease using patient data.
Problem Understanding and Data Collection
Define the project goals and gather the dataset.
Brief overview and initial exploration of the dataset.
Data Preprocessing
Clean and preprocess the data.
Handle missing values, normalize/standardize features, and perform any nec- essary transformations.
Exploratory Data Analysis (EDA)
Conduct thorough EDA to understand data patterns and relationships.
Use visualization tools to highlight key insights.
Model Building
Select appropriate data mining techniques and build initial models
Experiment with different algorithms and parameters.
Model Evaluation
Evaluate model performance using relevant metrics.
Fine-tune models based on evaluation results.
Interpretation and Reporting
Interpret the results and extract actionable insights.
Prepare a detailed report summarizing the methodology, findings, and conclusions.
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