Skills Progression Map

This page includes only the skills and outcomes that are directly evidenced in this internship project and the weekly/day logs.

Canonical source: this page is the maintained version of the skills map for the whole site.


Project-Relevant Skills

Model and Experimentation

  • Vision-Language workflow implementation and evaluation
  • Prompt reliability analysis and consistency tracking
  • Hyperparameter tuning and trial/result comparison

Backend Engineering

  • FastAPI endpoints for job lifecycle management
  • Background run orchestration with status and log APIs
  • Process control hardening (including stop/cleanup behavior)

Frontend and UX

  • Svelte/SvelteKit dashboard development
  • Live logs, trial views, and version-aware visualization UX
  • Incremental improvements for reliability and usability

MLOps and Runtime Infrastructure

  • Local-to-remote training workflow integration
  • Hugging Face Jobs log polling and result sync
  • Reproducible run metadata handling from structured artifacts

Data and Tooling

  • Python-first implementation for training/control-plane logic
  • JSON-based experiment metadata parsing and display
  • Documentation-first workflow for repeatable handoff and maintenance

Evidence From This Project

  • Training Control Plane MVP with start/list/status/logs/stop flows
  • Remote log ingestion and synchronization improvements
  • Model promotion workflow from best-trial outputs to final training
  • Timeline dashboards and auto-generated site navigation/content updates

Scope Note

This page intentionally excludes unrelated achievements and non-project systems to keep the portfolio aligned with the actual code and logs in this repository.


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