As I contemplated the subject for my subsequent sequence, the thought of explaining how the eye mechanism works instantly stood out. Certainly, when launching a brand new sequence, beginning with the basics is a clever technique, and Giant Language Fashions (LLMs) are the discuss of the city.
Nonetheless, the web is already saturated with tales about consideration — its mechanics, its efficacy, and its functions. So, if I wish to hold you from snoozing earlier than we even begin, I’ve to discover a distinctive perspective.
So, what if we discover the idea of consideration from a distinct angle? Reasonably than discussing its advantages, we may look at its challenges and suggest methods to mitigate a few of them.
With this method in thoughts, this sequence will give attention to FlashAttention: a quick and memory-efficient precise Consideration with IO-awareness. This description might sound overwhelming at first, however I’m assured all the pieces will grow to be clear by the tip.
Learning Rate is a e-newsletter for many who are curious in regards to the world of ML and MLOps. If you wish to study extra about subjects like this subscribe here.
This sequence will observe our customary format: 4 components, with one installment launched every week.