Mohadra
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Natural Language Processing (NLP)

Language Models

Advanced exploration of language models in NLP, focusing on judgment, trade-offs, and recognizing subtle failure modes.
Goal:
Learn how probability models generate text.
3Lessons
6Micro-lessons
AdvancedDifficulty
Lesson 1

Ambiguity in Language Generation

How ambiguity in input and context leads to non-obvious model failures.
Start2 Micro-lessons

Micro lesson 1
Ambiguity in User Prompts
Micro lesson 2
Context Collapse
Lesson 2

Trade-offs in Model Calibration

Balancing precision and creativity in language models under real-world constraints.
Start2 Micro-lessons

Micro lesson 1
Overfitting to User Preferences
Micro lesson 2
Underestimating Rare Events
Lesson 3

Long-term Effects of Model Choices

How repeated model decisions compound and create unexpected outcomes.
Start2 Micro-lessons

Micro lesson 1
Accumulation of Small Errors
Micro lesson 2
Premature Optimization