Roadmaps

Roadmaps into the role you want.

Skills-first paths ranked from live postings: what to learn, the projects that prove it, and a plan to get job-ready.

12

roadmaps

35,598

open roles across them

RoadmapAI Engineer
  1. Map the target role
  2. Software foundations
  3. Model-backed applications
  4. Evaluation and safety
  5. +1 more stages
4,521 open roles$218k median5 stagesRoadmapAI Product Engineer
  1. Foundations
  2. LLM App Building
  3. RAG
  4. Agents
  5. +3 more stages
7 stagesRoadmapAI Product Manager
  1. Product foundation
  2. AI-system literacy
  3. Evaluation design
  4. Prototype and learn
  5. +1 more stages
10,785 open roles$207k median5 stagesRoadmapAI Solutions Architect
  1. Cloud foundations
  2. AI/ML foundations
  3. Reference architectures
  4. Demo craft
  5. +3 more stages
2,694 open roles$214k median7 stagesRoadmapApplied AI Engineer
  1. Foundation (from prior experience)
  2. AI tooling fluency
  3. Production integration
  4. Evaluation and observability
  5. +2 more stages
4,521 open roles$222k median6 stagesRoadmapData Scientist
  1. Foundation & Programming
  2. Data Analysis & Statistics
  3. Machine Learning Fundamentals
  4. Advanced Deep Learning
  5. +2 more stages
5,817 open roles$208k median6 stagesRoadmapForward-Deployed Engineer
  1. Customer craft
  2. AI app basics
  3. Real-world integration
  4. Consulting craft
  5. +1 more stages
2,238 open roles$200k median5 stagesRoadmapGTM Engineer
  1. What "GTM Engineer" means in 2026
  2. The GTM stack, built right
  3. AI automation for GTM
  4. Customer-facing AI prototypes
  5. +5 more stages
9 stagesRoadmapLLM Engineer
  1. Pre-work: Python & PyTorch setup
  2. Building the foundation
  3. Prompts and tool-calling systems
  4. Retrieval systems
  5. +2 more stages
634 open roles$238k median6 stagesRoadmapMLOps Engineer
  1. Baseline + CI/CD for code
  2. Data + experiment tracking
  3. Model serving
  4. Production orchestration
  5. +3 more stages
148 open roles$196k–$348k median7 stagesRoadmapMachine Learning Engineer
  1. Math + Python fluency
  2. Modern DL fundamentals
  3. LLM engineering core
  4. Production + MLOps
  5. +2 more stages
3,806 open roles$238k median6 stagesRoadmapResearch Engineer
  1. Strong Python + numerical + GPU literacy
  2. Distributed training literacy
  3. Reproduce-paper muscle
  4. Frontier model internals
  5. +3 more stages
434 open roles$263k median7 stages