Drag-and-Drop ML Workflow Quiz

Arrange, diagnose, and improve complete machine learning pipelines while mastering data preparation, model development, evaluation, deployment, monitoring, fairness, security, and reproducibility skills through practice.

Performance report

Review mastery, timing, weak stages, and attempt history.

Achievements

Question review

#TopicSkillResultCreditTimeConfidence

Local leaderboard

AttemptScoreAccuracyMode

Configure your challenge

The built-in bank contains 136 questions across 17 workflow domains.

Keyboard: focus a card, press Enter to select it, then focus a drop zone and press Enter to place it.

Score
0
Streak
0
Lives
Timer
Question 1Accuracy 0%

Available cards

Drop zones

Guessing3 / 5Very confident
0 cards placed

How to use the quiz

  1. Choose a mode, topic, difficulty, question count, timer, and feedback style.
  2. Drag every card from the bank into a suitable zone or workflow sequence.
  3. Use Undo, Reset, Hint, confidence scoring, or keyboard placement when needed.
  4. Check the answer, study the explanation, and continue through the selected bank.
  5. Review Plotly reports, export CSV, copy results, or print the report as PDF.

Scoring and learning coverage

Partial placement earns credit. Advanced questions use larger difficulty multipliers. Hints, retries, and slow timed answers can reduce bonuses.

Coverage includes problem definition, data preparation, leakage prevention, feature engineering, model development, validation, fairness, security, deployment, monitoring, incident response, retraining, lineage, and reproducibility.


Frequently asked questions

How many questions are included?

The built-in generator creates 136 questions across 17 practical workflow domains.

Does the quiz work on mobile devices?

Yes. The layout is responsive, touch-friendly, and supports keyboard-based card placement.

Are answers checked by PHP?

Built-in questions use CSRF-protected server validation with a local fallback for resilience.

Can learners retry incorrect workflows?

Retries are configurable. Exam mode can lock answers after the first submitted attempt.

Can progress be resumed later?

Yes. Browser storage saves quiz progress when the Save progress option is enabled.

What reports are generated?

Reports show topic accuracy, score progression, outcomes, mastery, timing, achievements, and review details.

Can questions be enabled or disabled?

Yes. The question bank manager supports search, filtering, and individual or bulk controls.

Can more questions be imported?

Yes. Import a compatible JSON array containing order or categorization question objects.

How is a PDF report created?

Use the PDF button to open the browser print dialog and save the report as PDF.

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Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.