Lesson 1
Ambiguity in Vector Representations
Navigating uncertainty and drift in word embeddings.
Start2 Micro-lessons
Micro lesson 1
Polysemy and Vector DriftMicro lesson 2
False Confidence in Similarity ScoresLesson 2
Scaling and Domain Shift
Judging when embeddings fail under new data or scale.
Start2 Micro-lessons
Micro lesson 1
Domain Expansion and Embedding DecayMicro lesson 2
Transfer Across ContextsLesson 3
Interpreting and Acting on Embeddings
Resisting over-interpretation and premature action based on embeddings.
Start2 Micro-lessons
Micro lesson 1
Over-Interpretation of Embedding ClustersMicro lesson 2
Premature Action on Embedding Signals