01.06
The AI-or-not decision
Before reaching for an LLM, decide when SQL, a classical classifier, or a plain rule is the better product, and name the classifier's real price in labeled data and a chosen threshold.
- Making AI Product Decisions
- 14 min
- Free
Who's hiring for this skill
9 companies have live AI-PM roles that ask for skills taught in this lesson.
- Anthropic
- Snowflake
- Databricks
- Mercor
- Typeface
- JetBrains
- Klaviyo
- Ramp
Concepts in this subchapter
- Large Language Model
- Precision
- Recall
- F1 Score
- Confusion Matrix
- Class Imbalance
- Training Data
- Cost per Task
- Model Drift
Source video: When Not to Use Machine Learning, StrataScratch.