Hey, in this issue: generating coherent speech and gesture from text, adapting on the fly to test time distribution shift, the hidden threat of deep learning, machine learning for code debugging, language model is all you need, how to make AI work for your business, and more.

• Generating coherent speech and gesture from text (video, paper, project)

• Adapting on the fly to test time distribution shift (paper)

• Triggerless backdoors: the hidden threat of deep learning

• Machine learning for code debugging

• Underspecification presents challenges for credibility in modern machine learning

• FPGAs could replace GPUs in many deep learning applications

• Language model is all you need: natural language understanding as question answering (paper)

• The US government will pay doctors to use these AI algorithms

• How to make AI work for your business

• Ethical frameworks for AI aren’t enough

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Have a nice weekend! See you next week. — Andriy