Created
January 10, 2023 17:53
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Learning Rate Scheduling: | |
- Overview of useful LR schedules: https://cameronrwolfe.substack.com/p/the-best-learning-rate-schedules | |
- REX Paper: https://arxiv.org/abs/2107.04197 | |
Precision Scheduling: | |
- Overview of Low Precision Training Techniques: https://cameronrwolfe.substack.com/p/quantized-training-with-deep-networks-82ea7f516dc6 | |
- CPT Paper: https://arxiv.org/abs/2101.09868 | |
Video Batch Size Scheduling: | |
- Overview of Video Deep Learning (Part One): https://cameronrwolfe.substack.com/p/deep-learning-on-video-part-one-the-early-days-8a3632ed47d4 | |
- Overview of Video Deep Learning (Part Two): https://cameronrwolfe.substack.com/p/deep-learning-on-video-part-two-the-rise-of-two-stream-architectures-f830d5c655d0 | |
- Overview of Video Deep Learning (Part Three): https://cameronrwolfe.substack.com/p/deep-learning-on-video-part-three-diving-deeper-into-3d-cnns-cb3c0daa471e | |
- SlowFast Paper: https://arxiv.org/abs/1812.03982 | |
- Multigrid Paper: https://arxiv.org/abs/1912.00998 |
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