GenAI engineers earn 40-60% more. See salary premiums for every ML specialization in 2026.
Fine-tuning, RLHF, RAG systems, inference optimization, and prompt engineering at scale.
Building the infrastructure that makes ML models production-ready and reliable at scale.
Real-time object detection, segmentation, 3D reconstruction, and generative image systems.
Before GenAI, the premier ML specialization. Now increasingly merged with LLM engineering.
Rare specialization in high demand for robotics, autonomous systems, game AI, and RLHF.
Core to FAANG revenue — ads, feeds, search ranking, and personalization systems.
Speech recognition, TTS, audio generation, and music AI systems.
Broad ML skills across multiple domains. Valuable but increasingly displaced by specialists.
Generative AI and LLM engineering commands the highest premium at 40-60% above baseline ML engineer salaries. Senior LLM engineers at top AI labs (OpenAI, Anthropic, Google DeepMind) earn $300,000-$400,000+ base salary with substantial equity.
MLOps specialization offers a 25-40% salary premium and extremely high demand. The ML platform engineering role is critical at any company with production ML. If you enjoy infrastructure, tooling, and reliability over model research, MLOps is one of the best ROI specializations.