Hey! In this issue: forcing fancy degrees in machine learning, why AI bias happens and why it's so hard to fix, AI begins to show signs of creativity, a tutorial on optimizing PyTorch code, methods for language generation with Transformers, and more.

• Hey employers, forcing your machine learning hires to have fancy degrees is dumb

• This is how AI bias really happens—and why it’s so hard to fix

• What will AI-generated music and machine-learning tools for creators really mean for the music industry

• Artificial intelligence begins to show signs of human-like creativity

• Will artificial intelligence replace judging?

• What is symbolic artificial intelligence?

• This startup is using AI to give workers a “productivity score”

• An introduction to adversarial examples in deep learning

• A quick tutorial on optimizing your PyTorch code

• How to generate text: using different decoding methods for language generation with Transformers

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