dim-reduction
gmanch94/claude-code-aidlc-template/.claude/skills/dim-reduction/SKILL.md
Dimensionality reduction — algorithm selection (PCA/UMAP/t-SNE/autoencoder) by goal, variance explained threshold, component count decision, downstream use rules, and reconstruction quality. Use before clustering high-dimensional data, for visualization, or to remove multicollinearity.
No licence file, so all rights are reserved — read it at the source. Read it on GitHub.
More agent context in gmanch94/claude-code-aidlc-template
164 other files this repository gives its agents, the first 60 shown.
CLAUDE.md
Skill
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- adr.claude/skills/adr/SKILL.md
- agent-design.claude/skills/agent-design/SKILL.md
- agentic-data-curation.claude/skills/agentic-data-curation/SKILL.md
- agent-memory.claude/skills/agent-memory/SKILL.md
- algo-select.claude/skills/algo-select/SKILL.md
- annotation-design.claude/skills/annotation-design/SKILL.md
- anomaly-detection.claude/skills/anomaly-detection/SKILL.md
- api-audit.claude/skills/api-audit/SKILL.md
- audio-ml-pipeline.claude/skills/audio-ml-pipeline/SKILL.md
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- bias-audit.claude/skills/bias-audit/SKILL.md
- bigquery-ml-design.claude/skills/bigquery-ml-design/SKILL.md
- build-vs-buy.claude/skills/build-vs-buy/SKILL.md
- causal-inference.claude/skills/causal-inference/SKILL.md
- cdc-design.claude/skills/cdc-design/SKILL.md
- class-balancing.claude/skills/class-balancing/SKILL.md
- clustering.claude/skills/clustering/SKILL.md
- cohort-analysis.claude/skills/cohort-analysis/SKILL.md
- compliance-mapping.claude/skills/compliance-mapping/SKILL.md
- computer-vision.claude/skills/computer-vision/SKILL.md
- conformal-uncertainty.claude/skills/conformal-uncertainty/SKILL.md
- context-engineering.claude/skills/context-engineering/SKILL.md
- cost-optimize.claude/skills/cost-optimize/SKILL.md
- cross-validation.claude/skills/cross-validation/SKILL.md
- dashboard-design.claude/skills/dashboard-design/SKILL.md
- data-alignment.claude/skills/data-alignment/SKILL.md
- databricks-agent-framework.claude/skills/databricks-agent-framework/SKILL.md
- databricks-asset-bundles.claude/skills/databricks-asset-bundles/SKILL.md
- databricks-jobs-orchestration.claude/skills/databricks-jobs-orchestration/SKILL.md
- databricks-model-serving.claude/skills/databricks-model-serving/SKILL.md
- data-cleanse.claude/skills/data-cleanse/SKILL.md
- data-collection-design.claude/skills/data-collection-design/SKILL.md
- data-contract.claude/skills/data-contract/SKILL.md
- data-deidentification-design.claude/skills/data-deidentification-design/SKILL.md
- data-filtering.claude/skills/data-filtering/SKILL.md
- data-mesh.claude/skills/data-mesh/SKILL.md
- data-observability.claude/skills/data-observability/SKILL.md
- data-quality.claude/skills/data-quality/SKILL.md
- data-sourcing.claude/skills/data-sourcing/SKILL.md
- data-versioning.claude/skills/data-versioning/SKILL.md
- dbt-review.claude/skills/dbt-review/SKILL.md
- dbu-cost-optimization.claude/skills/dbu-cost-optimization/SKILL.md
- decision-optimization.claude/skills/decision-optimization/SKILL.md
- decision-threshold-policy.claude/skills/decision-threshold-policy/SKILL.md
- dedup.claude/skills/dedup/SKILL.md
- delta-live-tables.claude/skills/delta-live-tables/SKILL.md
- dlp-design.claude/skills/dlp-design/SKILL.md
- doc-ci-check.claude/skills/doc-ci-check/SKILL.md
- eda.claude/skills/eda/SKILL.md
- edge-ml-deployment.claude/skills/edge-ml-deployment/SKILL.md
- eval-design.claude/skills/eval-design/SKILL.md
- experiment-design.claude/skills/experiment-design/SKILL.md
- experiment-tracking.claude/skills/experiment-tracking/SKILL.md
- explainability.claude/skills/explainability/SKILL.md
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