data scientist

This hands-on guide shows how Linux and Bash supercharge an AI career, with four terminal-first case studies: automate daily dataset refresh and retraining with curl/jq/cron; turn ad-hoc scripts into reproducible Makefile pipelines; deploy a FastAPI NLP microservice via systemd + Nginx; and speed up batch inference using xargs parallelism, plus setup commands, ops tips, and a career-stage CTA.