Quantified Achievements & Action Verbs

Formula: [Action Verb] + [What] + [Impact/Result]

Weak:

• Worked on recommendation system
• Used Python for data analysis
• Helped improve model accuracy

Strong:

• Built recommendation system increasing CTR by 15% using collaborative filtering
• Analyzed 500K user records identifying 3 key churn predictors with XGBoost
• Optimized model architecture reducing inference time from 2s to 200ms

ML-Specific Action Verbs

Model Development:

• Engineered, Architected, Designed
• Fine-tuned, Trained, Optimized

Deployment:

• Deployed, Shipped, Launched
• Scaled, Automated, Containerized

Analysis:

• Analyzed, Investigated, Identified
• Evaluated, Benchmarked, Validated

Impact:

• Improved, Increased, Reduced
• Accelerated, Achieved, Delivered

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