To state the obvious, it has been an unprecedented (?) breakthrough year in ML. Between DallE2, Imagen, Midjourney, Stable Diffusion, Make-A-Video, Alphatensor, Cicero, chatGPT, DeepNash and others the cumulative effects are transformational.