sadjad6/dimensionality_reduction
src/skills/data_science/dimensionality_reduction/SKILL.md
Reduce feature space using PCA or t-SNE
tools
Updated Apr 13, 2026
$ install --global
skillsauthnpx skillsauth add sadjad6/open-autonomous-research-lab dimensionality_reductionInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 13, 2026, 2:42 AM65.5s2 files scanned
SKILL.md
- name:
- dimensionality_reduction
- description:
- Reduce feature space using PCA or t-SNE
Dimensionality Reduction
Description
Reduce feature space using PCA or t-SNE
When to Use
When dealing with high-dimensional data
Workflow
- Scale data\n2. Choose method\n3. Transform\n4. Visualize
Tools Used
sklearn
Examples
from src.skills.data_science.dimensionality_reduction import Skill
skill = Skill()
result = await skill.run(SkillInput(data={"key": "value"}))
Best Practices
Standardize features before PCA
Related Skills
sadjad6/scatter_plot
tools
VerifiedTrustedCommunity
Generate scatter plot visualizations
SKILL.mdUpdated Apr 13, 2026
sadjad6/report_chart
testing
VerifiedTrustedCommunity
Generate publication-quality charts
SKILL.mdUpdated Apr 13, 2026
sadjad6/pie_chart
tools
VerifiedTrustedCommunity
Generate pie chart visualizations
SKILL.mdUpdated Apr 13, 2026
sadjad6/line_chart
tools
VerifiedTrustedCommunity
Generate line chart visualizations
SKILL.mdUpdated Apr 13, 2026