Tech Career Path 2026

Path 1 — Data

• Junior: Excel/SQL → pandas → dashboard tools
• Mid: ML basics, A/B test, business case
• Senior: data strategy, team lead

Path 2 — Cyber Security

• Junior: SOC analyst, log monitoring
• Mid: incident response, pentesting
• Senior: security architect, CISO track

Path 3 — AI/ML Engineering

• Junior: Python + PyTorch tutorials
• Mid: production model serving, MLOps
• Senior: research → product, model selection

Path 4 — Cloud / DevOps

• Junior: Linux + 1 cloud (AWS/GCP/Azure)
• Mid: Kubernetes, IaC (Terraform)
• Senior: platform engineering

ไม่ต้องเลือก path เดียว — ลองหลายอันก่อน 1-2 ปีแรก