work
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