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RBC Data Scientist

May 2024 - Aug 2024Complete

Data Scientist role at Royal Bank of Canada, implementing advanced time series forecasting.

During my 2024 internship at RBC, I worked as a Data Scientist focusing on time series forecasting and team technical leadership.

Key Achievements

Advanced Forecasting Models

Implemented time series forecasting models using:

  • Meta's Prophet: For robust trend and seasonality detection
  • LSTM Neural Networks: For capturing complex temporal patterns

These models achieved a 50% reduction in forecasting error compared to existing methods, significantly improving business planning accuracy.

Technical Leadership

Led a unit of 3 team members during a 3-week sprint focused on:

  • Refactoring the existing codebase for maintainability
  • Implementing standard coding practices
  • Migrating version control to GitHub
  • Establishing code review processes

Business Integration

Built an Excel visualization tool that allowed non-technical team members to:

  • Dynamically interact with forecast results
  • Explore different scenarios
  • Bridge the gap between technical analysis and business decision-making

Impact

This role demonstrated my ability to:

  • Deliver technical solutions that create measurable business value
  • Lead small teams through focused technical initiatives
  • Communicate complex technical concepts to business stakeholders
  • Improve upon existing systems significantly
PythonPyTorchProphetLSTM