# MLSys 21

* Session 1: Search and Devices 
  * Fluid: Resource-aware Hyperparameter Tuning Engine. Yu, et al. 
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* Session 2: Compilers 
* Session 3: Communication and Storage 
* Session 4: Training (I)
* Session 5: Gradients and Precision 
* Session 6: Benchmarks, Cost models, and Profiling
* Session 7: Systems 
* Session 8: Inference 
* Session 9: Hardware
* Session 10: Techniques 
* Session 11: Tools 
* Session 12: Training (II)