Application architecture
A plan to deepen web/backend work through larger applications, API design, authentication, and relational databases.
Published on 7 February 2025 on the legacy site and attributed there to Devina, this roadmap moved from application development toward software architecture, machine learning foundations, systems programming, cloud deployment, and open-source work.
A plan to deepen web/backend work through larger applications, API design, authentication, and relational databases.
A staged introduction to data tools, classical machine-learning models, neural-network concepts, and simple applied AI projects.
Exposure to C++ or Rust, algorithmic optimization, parallel-computing concepts, and lower-level problem solving.
Cloud platforms, containers, CI/CD concepts, GitHub, and a final project intended to be shared publicly.
The new portfolio keeps the historical ambition while separating plans from verified evidence. Completed work should be linked to code, prototypes, experiments, write-ups, or demonstrations.