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Daniel Bredun

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Portfolio

Data Science

  • Machine Learning Projects: A collection of exploratory projects solving a wide range of problems with various Machine Learning techniques.
  • UserEngagement: A project on determining the most important factors influencing user adoption based on usage data of a given product using Logistic Regression and Random Forests.
  • Github repo with the code of the statistical analysis comparing two solar panel manufacturers, and an algorithm substantially optimizing fetching of the API of one of them.

Data Visualization

  • A data visualization presenting the result of the statistical analysis comparing two solar panel manufacturers.
  • Plotly-based interactive graph for investigating historic solar energy production data.
  • Data visualization of recorded noise levels on Market Street, San Francisco.

Data Engineering

  • Diagram of the Relational Database Architecture of a data warehouse for collecting and processing big solar data, designed to handle various edge-cases in equipment-to-site relationships.

Software Development

  • Diagram demonstrating the object-oriented data pipeline software architecture designed around reusability of the code to handle diverse data formats and APIs through the Command and Factory software design patterns.
  • Django/Vue.js web dashboard used for monitoring day-to-day solar panels activity.
  • Chrome extension redesigning and upgrading the university's online platform.

Other

Samples

Solar Panel Statistical Analysis Data Visualization

Noise on Market St Data Visualization

Relational Database Architecture for Solar Datawarehouse

Object-Oriented Software Architecture for Solar API Data Pipeline

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