Deep Learning Frontiers
This chapter covers deep learning milestones, efficient inference techniques, and cutting-edge trends.
Contents:
- Deep Learning Milestones — Timeline of key breakthroughs from AlexNet to Mamba
- Efficient Inference — Quantization, pruning, speculative decoding, KV cache optimization
- Deep Learning Frontier Trends — Test-time compute, NAS, KAN, Liquid Neural Networks, neuromorphic computing