Implement computer vision tasks including image classification, object detection, segmentation, and pose estimation...
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Analyze competitive landscape to identify strengths, weaknesses, opportunities, and threats. Inform product strategy...
Design color palettes that are accessible to all users including those with color blindness. Ensure sufficient...
Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer...
Perform comprehensive code reviews with best practices, security checks, and constructive feedback. Use when...
Analyze code complexity, cyclomatic complexity, maintainability index, and code churn using metrics tools. Use when...
Generate code from templates and patterns including scaffolding, boilerplate generation, AST-based code generation,...
Write comprehensive code documentation including JSDoc, Python docstrings, inline comments, function documentation,...
Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery,...
Optimize cloud storage across AWS S3, Azure Blob, and GCP Cloud Storage with compression, partitioning, lifecycle...
Implement comprehensive cloud security across AWS, Azure, and GCP with IAM, encryption, network security,...
Plan and execute cloud migrations with assessment, database migration, application refactoring, and cutover...
Optimize and manage cloud costs across AWS, Azure, and GCP using reserved instances, spot pricing, and cost monitoring tools.
Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods...
Implement circuit breaker patterns for fault tolerance, automatic failure detection, and fallback mechanisms. Use...
Design and implement CI/CD pipelines with GitHub Actions, GitLab CI, Jenkins, or CircleCI. Use for automated...
Maintain comprehensive changelogs and release notes following Keep a Changelog format. Use when documenting version...
Determine cause-and-effect relationships using propensity scoring, instrumental variables, and causal graphs for...
Analyze team capacity, plan resource allocation, and balance workload across projects. Forecast staffing needs and...
Implement canary deployment strategies to gradually roll out new versions to subset of users with automatic rollback...
Implement efficient caching strategies using Redis, Memcached, CDN, and cache invalidation patterns. Use when...
Build compelling business cases to justify investments and secure funding. Quantify benefits, assess costs, manage...
Reduce JavaScript and CSS bundle sizes through code splitting, tree shaking, and optimization techniques. Improve...
Debug client-side issues using browser developer tools. Identify JavaScript errors, styling issues, and performance...