Catalog

Review decks for exact ML systems recall

Challenges are scored flashcard sessions attached to lessons. Reveal an answer, grade your recall, and repeat the cards that still need another pass.

Official Review Decks

AI Agents

1 decks

This review deck is prepared from the matching lesson.

Challenge Intermediate on Conversation, Events, And Tool Calls

Route Events Through A Mini EventStream

Implement the core routing behavior of a simplified OpenHands-style EventStream.

  • AI Agents
  • 45 min
  • Review deck
  • 3 cards
#ai-agent#openhands#eventstream#action#observation
Review deck

Official Review Decks

Transformer Systems

6 decks

This review deck is prepared from the matching lesson.

Challenge Advanced on Attention And Positional Information

Mask Debugger

Build and verify padding, causal, decoder, packed-document, and masked-softmax behavior for attention masks.

  • Transformer Systems
  • 1 hr
  • Review deck
  • 5 cards
#transformer#mask#causal-mask#padding-mask#packed-sequences#attention
Review deck

This review deck is prepared from the matching lesson.

Challenge Advanced on Attention And Positional Information

Mask Requirements Review

Recall why Transformer training needs padding masks and sequence masks before attention probabilities are computed.

  • Transformer Systems
  • 25 min
  • Review deck
  • 5 cards
#transformer#mask#padding-mask#causal-mask#teacher-forcing
Review deck

This review deck is prepared from the matching lesson.

Challenge Advanced on Attention And Positional Information

Padding Mask And Softmax Review

Recall how padding masks remove artificial tokens from the attention softmax and weighted value sum.

  • Transformer Systems
  • 25 min
  • Review deck
  • 5 cards
#transformer#mask#padding-mask#softmax#attention
Review deck

This review deck is prepared from the matching lesson.

Challenge Advanced on Attention And Positional Information

Sequence Mask And Decoder Review

Recall how causal masks make decoder self-attention match autoregressive generation.

  • Transformer Systems
  • 25 min
  • Review deck
  • 5 cards
#transformer#sequence-mask#causal-mask#decoder#teacher-forcing
Review deck

This review deck is prepared from the matching lesson.

Challenge Advanced on Attention And Positional Information

Mask Data Stream And PyTorch Review

Recall where src_mask and tgt_mask flow through encoder, decoder self-attention, decoder cross-attention, and PyTorch APIs.

  • Transformer Systems
  • 25 min
  • Review deck
  • 5 cards
#transformer#mask#src-mask#tgt-mask#pytorch
Review deck

This review deck is prepared from the matching lesson.

Challenge Expert on Attention And Positional Information

Advanced Masking And Sample Packing Review

Recall sample packing masks, block diagonal attention, packing strategies, and rank-collapse implications from the advanced Mask section.

  • Transformer Systems
  • 30 min
  • Review deck
  • 5 cards
#transformer#sample-packing#block-diagonal-mask#long-context#rank-collapse
Review deck