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teaching's Issues

PowerPoint file

hi, It's really awesome and useful learning materials.
But can you support us the PowerPoint files for the lectures PDF files ?

thanks

Slidedeck 8, Slide 19 PreTTR Formula

In the formula for the score (last line, Part 2), shouldn't this be subscripted to the CLS output as for r in slide 9 ?

In shortened Latex-Notation:

s = W * BERT_{b..l}(...)_{CLS}

Definition Attention mechanism

Referring to the explanation of the attention mechanism in Neural Networks for NLP slide 41

The phrase "the attention mechanism is defined as" suggests that this is the one and only definition of attention, however there are many attention mechanisms. The effect from some is evaluated here.
I'd suggesting rephrasing it to "additive attention is defined as" as that's the commonly used name for the type of attention on that slide, or to describe the mechanism more general by declaring
and noting that one example is

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