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Craleigh04/README.md

Hi, I'm Caden 👋

AI Engineering student building machine learning, data analytics, and database systems to solve real-world problems.

Passionate about turning data into actionable insights and building scalable systems that drive real-world decisions.

🚀 Featured Projects

🔹 Machine Learning

  • Anime Rating Prediction – Built and optimized regression models using feature selection and hyperparameter tuning to improve prediction accuracy
  • Employee Analytics (ML + PCA + Wage Gap Analysis)
  • Data Preprocessing & EDA (Model-ready dataset pipelines)

🔹 Data Analytics

  • Tableau Sales Profit Analysis (Business insights & recommendations)
  • Statistical Analysis (Hypothesis testing, confidence intervals)

🔹 Databases & SQL

  • SQL Server Database Operations (Triggers, procedures, optimization)
  • Database Engineering Portfolio (Full system design & admin)
  • Relational Database Design (ERD, normalization)

🛠️ Skills

Languages: Python, SQL, R, C++
ML/DS: scikit-learn, pandas, numpy, exploratory data analysis, feature engineering, model evaluation Data Tools: Tableau, SPSS Modeler
Database: SQL Server, T-SQL, database design, indexing

📊 Focus Areas

  • Machine Learning & Predictive Modeling
  • Data Analysis & Visualization
  • Database Design & Optimization

📫 Contact

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  1. anime-rating-prediction-regression anime-rating-prediction-regression Public

    Machine learning project using regression models, feature selection, and hyperparameter tuning to predict anime ratings and compare model performance.

    HTML

  2. database-engineering-portfolio database-engineering-portfolio Public

    Comprehensive SQL Server portfolio demonstrating database design, data modeling, query optimization, and administration through real-world applications.

    1

  3. employee-analytics-ml-and-wage-gap-analysis employee-analytics-ml-and-wage-gap-analysis Public

    Comprehensive data science project using regression and machine learning (Logistic Regression, KNN, Naive Bayes, PCA) to analyze wage inequality and predict employee turnover using IBM SPSS Modeler.

  4. ml-data-preprocessing-and-eda ml-data-preprocessing-and-eda Public

    Machine learning data preparation project involving preprocessing, exploratory data analysis, and feature engineering to support predictive modeling.

    Jupyter Notebook

  5. sql-server-database-operations-project sql-server-database-operations-project Public

    Comprehensive SQL Server project covering database design, reporting queries, triggers, backup and restore, roles, error logging, indexing, and advanced SQL routines.

    TSQL

  6. tableau-sales-profit-analysis tableau-sales-profit-analysis Public

    Tableau data analysis project exploring profit trends and identifying key factors behind declining Furniture category performance.