Systems for ML ML Lifecycle Data Processing Deep Learning Training Resource Scheduler Model Serving Deep Learning Compiler Deep Learning Framework Cloud-Edge Collaboration Various Workloads Large Language Model (LLM) Diffusion Models Deep Learning Recommendation Model (DLRM) Mixture of Experts (MoE) Hyper-Parameter Tuning (HPO) Reinforcement Learning (RL)