Data Analysis & Predictive Intelligence

Professional portfolio

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Toolkit

Data Visualization

  • Adobe Photoshop
  • Amazon QuickSight
  • D3.js
  • Microsoft Power BI
  • Python (Bokeh, Seaborn)
  • R (ggplot2)
  • Tableau

Programming

  • Front-end web development
    • CSS
    • HTML
    • JavaScript
  • Python
  • R
  • SAS
  • SQL

Modeling & Prediction techniques

  • Clustering
    • Hierarchical Clustering
    • K-means Clustering
  • Decision Trees
    • Bagging
    • Boosting
    • Random Forests
  • Discriminant Analysis
    • Bayes
    • Linear & Quadratic
  • Forecasting & Time series Analysis
    • Moving & Weighted Moving Average
    • Exponential Smoothing
    • Autoregressive Moving Average (ARMA)
    • Autoregressive Integrated Moving Average (ARIMA)
  • K-Nearest Neighbors
  • Machine Learning
  • Neural Networks
  • Principal Components Analysis
  • Regression
    • Linear
    • Logistic
    • Polynomial & Step Functions
    • Principal Components & Partial Least Squares
    • Ridge
    • Lasso
    • Splines & Generalized Additive Models
  • Support Vector Machines

Professional portfolio

Data visualization

Pitch created to convince management to move from excel to interactive data visualization software.

Nearest neighbor search

Computed and assigned nearest inspectors to dealerships (globally).

Outlier detection

Introduced outlier detection techniques to classify potential issues.

Reporting library

Designed and developed an interactive reporting library so that users could easily find reports.

Route optimization

Implemented a route planning and optimization tool to assist employees find the shortest routes between multiple stops.

Web portal

Designed and developed mobile web portal for employees.