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Decision Making & Tradeoffs

Model Selection

5 questions

Multiple Choice

Model Complexity vs Interpretability

Open-Ended

Starting with Baselines

Model Complexity Trade-offs

Interpretability vs Performance

Comparing Model Approaches

Metrics & Evaluation

5 questions

Multiple Choice

Choosing the Right Evaluation Metric

Open-Ended

Choosing Evaluation Metrics

Precision-Recall Trade-off

Offline vs Online Evaluation

Connecting ML to Business Metrics

Data Trade-offs

5 questions

Multiple Choice

Data Quality vs Quantity Tradeoff

Open-Ended

Data Quality vs Quantity

Labeling Strategies

Synthetic Data Trade-offs

Data Collection Decisions

System Design Decisions

5 questions

Multiple Choice

ML System Architecture Decision

Open-Ended

Latency vs Accuracy

ML Cost Optimization

Build vs Buy

ML Technical Debt

Risk & Uncertainty

5 questions

Multiple Choice

Handling Model Uncertainty in Production

Open-Ended

Conservative vs Aggressive Predictions

Handling Edge Cases

Handling Model Uncertainty

Failsafe Design

Prioritization

5 questions

Multiple Choice

ML Project Prioritization

Open-Ended

ML MVP Decisions

Feature Prioritization for ML

Scope Management

Resource Allocation