Labels

• ⚗️ reduction

  ⚗️ reduction

  Dimensionality reduction via TruncatedSVD, scree analysis, and component loadings

• 🏛️ architecture

  🏛️ architecture

  Cross-cutting shared types, pipeline orchestration, and structural design

• 🖥️ app

  🖥️ app

  Marimo reactive notebook interface, seven-panel career report, and deployment

• 🗄️ data

  🗄️ data

  Lexicon curation, corpus collection, and data format definitions

• 🛤️ pathways

  🛤️ pathways

  Career graph construction, centrality analysis, and widest-path routing via NetworkX

• 🧭 matching

  🧭 matching

  Resume-to-career matching via PCA projection, distance metrics, and skill gap analysis

• 🧲 extraction

  🧲 extraction

  Skill extraction, normalization lexicons, and TF-IDF vectorization from job postings

• 🪢 association

  🪢 association

  Skill co-occurrence via PMI, Louvain community detection, and Apriori association rules

• 🫧 clustering

  🫧 clustering

  Career family identification via HAC Ward linkage with K-Means, DBSCAN, and Mean Shift comparison