Machine Learning Street Talk (MLST) cover image

Sayak Paul

Machine Learning Street Talk (MLST)

CHAPTER

Optimizing Neural Networks: Techniques and Tools

This chapter explores advanced model training techniques like pruning and lottery ticket methods, emphasizing their impact on memory requirements for larger models on GPUs. It also evaluates the development of libraries and tools aimed at optimizing these training methods while discussing challenges in neural network optimization and the potential for better generalization in specific tasks.

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