ParamChordiya
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- ▌ Ml Engineering · paramchordiyaEnforces rigorous ML modeling, feature engineering, training, and evaluation standards at principal-engineer level.
- ▌ Mlops And Infra · paramchordiyaEnforces ML infrastructure, experiment tracking, reproducibility, model packaging, CI/CD, monitoring, and infrastructure-as-code standards at principal-engineer level.
- ▌ Python Excellence · paramchordiyaEnforces principal-engineer-level Python code quality: formatting, type safety, idiomatic patterns, class and function design, and anti-pattern prevention.
- ▌ API And System Design · paramchordiyaEnforces production-grade REST API design, distributed systems patterns, database design, and event-driven architecture at a principal-engineer level.
- ▌ Code Review Standards · paramchordiyaEnforces a principal-engineer self-review checklist on every code block before output, covering correctness, performance, security, naming, and testability.
- ▌ Software Architecture · paramchordiyaEnforces system design, project structure, dependency management, error handling, testing, and documentation standards at principal-engineer level.
- ▌ Algorithms And Data Structures · paramchordiyaEnforces complexity analysis, correct data structure selection, vectorization, and algorithm implementation discipline at principal-engineer level.