- Deep understanding of compute fundamentals (virtualization, OS, containers)
- Experience with GCP, AI/ML services
- Generative AI & LLM experience (Vertex AI, Dialogflow, Gemini)
- ML model development and deployment
- Experience with PyTorch, TensorFlow, Jax, Ray, etc.
- Experience with TPUs/GPUs and model architectures (encoders, decoders, transformers)
- AIML experience (2+ years model development/deployment)
- Troubleshooting experience (3+ years diagnosis & issue resolution)
- Support methodology knowledge (case lifecycle, analysis)
- Google Cloud Associate Cloud Engineer certification