Filter
Remove algorithms incompatible with the task and required output.
Educational Decision Support
Find suitable algorithms for your problem
Describe your task, data and priorities through a guided eight-step process. The selector will rank suitable starting choices, alternatives, warnings and evaluation methods.
Educational guidance
Explainable ranking
Multiple candidates
Browser-based privacy
Important: the selector identifies algorithms worth testing. It cannot guarantee the best model before appropriate baselines, experiments and validation are completed.
Guided selector
Describe your requirements
Your selections
Select an answer below to return to that step.
Review or change any completed stage
Algorithm comparison
Compare selected candidates
Transparent recommendation logic
How the selector produces a ranking
Every recommendation should be understandable and testable.
Match
Compare labels, data type, dataset size and learning approach.
Weight
Apply priorities such as explainability, speed, compute and edge use.
Rank
Present a starting choice, strong alternatives and advanced options.
Test before deciding
A recommendation begins the experiment
Final selection requires appropriate baselines, validation and domain review.
Build a baseline
Start with the simplest credible method and record its result.
Split correctly
Prevent leakage and preserve time order or groups where required.
Test alternatives
Compare several candidates under the same data and evaluation process.
Use suitable metrics
Choose measures that reflect the real cost of mistakes.
Review failures
Inspect errors, subgroups, uncertainty, fairness and operational risks.
Validate in context
Confirm usefulness with domain experts and representative real-world data.
Important selector boundary
Suitable candidate does not mean guaranteed best model
The ranking is educational guidance based on the information supplied. Data quality, preprocessing, tuning, domain constraints, deployment conditions and evaluation design can change the final choice. Your selections remain in this browser and are not uploaded.
Learn the reason, not only the name
Choose candidates, test them and compare evidence
Use the guided selector now or continue into the structured algorithm library.