ruhiparveen
New member
Hi all
Conducting data science involves a structured approach:
Conducting data science involves a structured approach:
- Problem Definition: Clarify the business or research question.
- Data Collection: Gather relevant data from various sources.
- Data Cleaning: Preprocess data by handling missing values, outliers, and inconsistencies.
- Exploratory Data Analysis (EDA): Use visualization and statistics to understand patterns and relationships.
- Modeling: Apply appropriate algorithms (e.g., regression, classification, clustering) to make predictions or derive insights.
- Evaluation: Assess model performance using metrics like accuracy, precision, or AUC.
- Deployment: Implement the model in a production environment for real-time use or decision-making.
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