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)