ML Model Selection Advisor
Recommend the optimal ML model for this problem: Task: [classification/regression/clustering/etc
Prompt
Recommend the optimal ML model for this problem: Task: [classification/regression/clustering/etc.]. Data: [N samples, M features, % missing, imbalance ratio]. Constraints: [interpretability needs, latency, training time, compute]. Baseline: [current approach]. Analyze: (1) Top 3 candidate models with pros/cons for this specific situation. (2) Feature engineering recommendations. (3) Validation strategy. (4) Hyperparameter search space. (5) Deployment considerations. (6) Monitoring plan for model drift. Justify every recommendation.
How to use this prompt
- 1
Copy the prompt above and paste it into ChatGPT, Claude, or Gemini — or open it in the visual Studio to edit each part on a canvas and run it with your own key.
- 2
Replace any bracketed placeholders with your specifics. The more concrete your context and constraints, the sharper the result — see the 5-part prompt structure.
- 3
Run it, then refine. Ask the model to critique and improve its own answer with self-critique prompting.
Techniques in this prompt
Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.
Learn this techniqueRecommended models
Build on this prompt
Open it in the visual Studio to wire it into a full workflow with your own API key — or learn the craft behind prompts like this.