I build end‑to‑end products: fast APIs, data/ML pipelines, and containerized deployments.
Focus: clean architecture, observability, automation, and model-to-production.
- Ship > polish forever: deliver value in iterations, with tight feedback loops.
- Production mindset: versioning, testing, monitoring, rollback paths.
- Data/ML with engineering rigor: reproducible pipelines, measurable metrics, clear baselines.
- Full‑Stack Engineering: build APIs + web apps with authentication, RBAC, and clean domain boundaries.
- DevOps & Platform: containerization, CI/CD pipelines, environment parity, infra automation.
- Applied AI/ML: classical ML + deep learning + NLP, with deployment patterns (batch/online inference).
- MLOps basics: experiment tracking, dataset/version hygiene, model packaging and rollout.
| Domain | What I deliver |
|---|---|
| Backend | FastAPI services, REST, async workers, background jobs, caching |
| Data | preprocessing, feature engineering, pipelines, evaluation & metrics |
| AI/ML | NLP, transformers, classification, retrieval/search, model serving |
| DevOps | Docker, CI/CD, environment management, reliability practices |
| Databases | schema design, indexing, query tuning, data access patterns |
Pinned repos tell the full story, but here’s the kind of work I typically ship:
- AI-powered APIs: model-backed endpoints (classification, similarity, retrieval) with versioned inference.
- Data pipelines: repeatable preprocessing + evaluation + training runs (baseline → iteration).
- Production deployments: Dockerized services with CI/CD, environment configs, and health checks.
- Performance & reliability: caching, async tasks, DB indexing, structured logs.
- ✅ Testing: unit tests for core logic; integration tests for API paths
- ✅ Quality gates: lint + format + tests in CI
- ✅ Observability: structured logs, metrics mindset, clear error handling
- ✅ Release hygiene: semantic versioning, changelogs, rollback strategy
- ✅ Security basics: secrets management patterns, least-privilege mindset
- LinkedIn: muhammadzohaib0 → https://www.linkedin.com/in/muhammadzohaib0/
- Email: alizuhaib828@gmail.com
If you’re building a product that needs solid engineering + applied ML, let’s talk.