The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Trends in NLP with John Bohannon - #550

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

CHAPTER

Optimizing Neural Network Efficiency and Ethics

This chapter explores advancements in neural network efficiency through the Switch Transformer and mixture of experts architecture, highlighting the reduction in training and inference costs. It addresses the ethical considerations in deploying language models, including bias and fairness, and emphasizes the need for governance. The chapter also examines innovative strategies such as few-shot learning and model cascades to optimize large language models while balancing innovation with caution.

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