- april 2021 [NVIDIA Dominates A Near-Empty Field In AI Benchmarks Again](https://www.forbes.com/sites/karlfreund/2021/04/21/nvidia-dominates-a-near-empty-field-in-ai-benchmarks-again/?sh=13a03ce11587)
> The Qualcomm AI chip also looks pretty efficient, but where is everyone else?
- [JANUS: Benchmarking Commercial and Open-Source Cloud and Edge Platforms for Object and Anomaly Detection Workloads](https://ieeexplore.ieee.org/abstract/document/9284314)
- [Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices](https://arxiv.org/abs/2101.04446)
## [TPU vs GPU vs Cerebras vs Graphcore: A Fair Comparison between ML Hardware](https://khairy2011.medium.com/tpu-vs-gpu-vs-cerebras-vs-graphcore-a-fair-comparison-between-ml-hardware-3f5a19d89e38)