AI prompts for Machine Learning Engineering

Prompt Templates (9)

• ML System Design e.g. Design an ML system for real-time product recommendations serving 100K requests/sec with personalized results under 50ms l…
• Model Training Pipeline e.g. Build a training pipeline for a transformer-based NLP model processing 500GB of text data with distributed training across…
• Feature Store Design e.g. Design a feature store serving 50 ML models with 2000 features, supporting both batch training and real-time serving under…
• Model Serving Architecture e.g. Design a model serving architecture for 20 ML models handling 500K predictions/sec with mixed latency requirements from 10…
• ML Monitoring Framework e.g. Build an ML monitoring framework for 15 production models detecting data drift, concept drift, and performance degradation…
• Model Retraining Strategy e.g. Design a retraining strategy for our e-commerce search ranking model that handles seasonal trends, product catalog changes…
• ML Infrastructure Plan e.g. Plan ML infrastructure for a 30-person data science team running 200 experiments/week needing GPU training, feature store,…
• Model Optimization e.g. Optimize a BERT-based classification model from 400ms to under 20ms inference latency while maintaining 95% of original ac…
• ML Technical Debt Assessment e.g. Assess and prioritize ML technical debt across our 25 production models built over 4 years by different teams with varying…