cxcscmu/SkillLearnBench - Page 11

run2-parallel-grid-search

Parallel DBSCAN hyperparameter grid search with joblib for Mars cloud clustering.

run2-pareto-optimization

Identifying Pareto-optimal solutions for multi-objective optimization (maximize F1, minimize delta).

run2-csv-reporting

Generate structured CSV security audit reports from Trivy JSON vulnerability data with deduplication, proper quoting, and field mapping.

run2-cvss-score

Extract CVSS v3 scores from Trivy vulnerability data with source priority fallback (NVD > GHSA > RedHat) and handle missing data gracefully.

run2-trivy-offline

Use Trivy vulnerability scanner in offline mode to discover security vulnerabilities in dependency files, covering setup, execution, and JSON output parsing.

run2-antimeridian-handling

Handling the antimeridian (180/-180 longitude) in geospatial analysis with GeoPandas and Shapely.

run2-geopandas-geospatial-distance

Accurate geospatial distance calculations using GeoPandas with appropriate map projections for global-scale analysis.

run2-plate-boundary-analysis

Finding earthquakes within tectonic plates and computing distances to plate boundaries using PB2002 data.

run2-enterprise-data-retrieval

Comprehensive guide for retrieving structured information from enterprise JSON data files containing Slack messages, documents, meetings, and metadata.

run2-slack-analysis

Advanced patterns for analyzing Slack conversations to extract reviewers, competitor insights, and shared resources from enterprise product channels.

run2-13f-data-analysis

Comprehensive guide for analyzing SEC 13-F quarterly filings data (TSV format) including fund lookup, AUM, holdings comparison, and stock investor analysis.

run2-druid-cve-2021-25646

Complete fix for Apache Druid CVE-2021-25646 JavaScript RCE via @JacksonInject override in all 7 affected components.

run2-jackson-inject-security

Preventing Jackson @JacksonInject bypass via empty JSON keys by using OptBoolean.FALSE to reject user-supplied input for injected parameters.

run2-data-analysis

Using jq to compute statistics from GitHub API JSON responses including counts, averages, grouping, and label filtering.

run2-gh-rest-api

Using the GitHub REST Search API to query PRs and issues with date filtering, pagination, and field extraction.

run2-pytorch-preference-optimization

Environment setup and testing patterns for SimPO preference optimization with PyTorch.

run2-simpo-loss

Complete SimPO loss implementation with exact formula derivation from the paper.

run2-python-docx-split-placeholders

Robust python-docx template filling that handles split runs, conditional sections, nested tables, headers, and footers.

run2-document-text-extraction

Extract text from PDF, PPTX, and DOCX files for content classification, with error handling and fallback strategies.

run2-keyword-classification

Classify academic papers into subject categories using weighted keyword matching with regex word boundaries and case-insensitive search.

run2-scala-circe-json

Using circe for JSON tokenization in Scala, including printing, cursor navigation, and path-based access.

run2-scala-idiomatic-patterns

Idiomatic Scala patterns for translating Python code including enums, case classes, and naming conventions.

run2-scala-immutable-builder

Implementing the builder pattern in Scala using immutable case classes or private constructors with copy.

run2-scala-option-handling

Handling absence and nullability in Scala using Option, with patterns for translating Python None handling.

run2-scala-variance

Expressing variance annotations in Scala generics when translating from Python TypeVar covariant/contravariant types.

run2-meeting-scheduling

Schedule meetings into calendar free slots considering time constraints, timezone conversion, and blue-block overrides.

run2-pdf-calendar-parsing

Extract calendar events from PDF by mapping colored rectangles to a 15-min grid using PyMuPDF.

run2-timezone-conversion

Convert between US time zones for scheduling, defaulting unspecified zones to calendar timezone.

run2-d3-force-bubble

D3.js v6 force-directed bubble chart with sector clustering, collision avoidance, size mapping, and cross-component interaction.

run2-d3-interactive-table

D3.js data table with exact column headers, formatted market cap, and bidirectional highlight with bubble chart.

run2-glm-calibration-strategy

Two-phase grid search calibration for GLM parameters with parameter sensitivity analysis and regex-based nml editing.

run2-glm-lake-modeling

Complete guide to setting up, running, and configuring the General Lake Model (GLM) for 1D lake temperature simulation.

run2-netcdf-obs-matching

Extracting GLM NetCDF output and computing exact RMSE metrics via datetime+depth merge against field observations.

run2-budget-validation

Validate travel budget calculations including accommodation nights, meal costs, and constraint compliance.

run2-itinerary-planning

Plan multi-city driving itineraries with proper day allocation, cuisine variety, and format compliance.

run2-travel-data-extraction

Extract and validate travel data from CSV/TXT databases ensuring city-specific matching and constraint compliance.

run2-ffmpeg-keyframes

Extract I-frame keyframes from video files using FFmpeg, with output verification and naming conventions.

run2-opencv-grayscale

Convert images to grayscale in-place using OpenCV, including both keyframes and template images.

run2-template-matching-tuning

Tune OpenCV template matching parameters (threshold and dedup distance) for accurate object counting in pixel-art games.

run2-excel-index-match

INDEX&MATCH for two-condition lookups in Excel, with correct absolute/mixed references for fill-down/fill-right