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Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language Models.

, , , , , and . NAACL-HLT (Findings), page 1962-1970. Association for Computational Linguistics, (2022)

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Distributed Deep Learning for Precipitation Nowcasting., , and . HPEC, page 1-7. IEEE, (2019)Survey and Benchmarking of Machine Learning Accelerators., , , , , and . HPEC, page 1-9. IEEE, (2019)Interactive Supercomputing on 40, 000 Cores for Machine Learning and Data Analysis., , , , , , , , , and 8 other author(s). HPEC, page 1-6. IEEE, (2018)Enhancing HPC security with a user-based firewall., , , , , , , , , and 6 other author(s). HPEC, page 1-4. IEEE, (2016)Layer-Parallel Training with GPU Concurrency of Deep Residual Neural Networks via Nonlinear Multigrid., , , , , and . HPEC, page 1-7. IEEE, (2020)Compute, Time and Energy Characterization of Encoder-Decoder Networks with Automatic Mixed Precision Training., , and . HPEC, page 1-6. IEEE, (2020)AI Accelerator Survey and Trends., , , , , and . HPEC, page 1-9. IEEE, (2021)Improved Compression for Word Embeddings by Scaling Principal Components., , , , , and . HPEC, page 1-7. IEEE, (2021)DASH: Scheduling Deep Learning Workloads on Multi-Generational GPU-Accelerated Clusters., , , , , and . HPEC, page 1-7. IEEE, (2022)Focusing and Calibration of Large Scale Network Sensors Using GraphBLAS Anonymized Hypersparse Matrices., , , , , , , , , and 16 other author(s). HPEC, page 1-9. IEEE, (2023)