Quiz report
Learning recommendations
Achievement
Quiz settings
Choose a focused practice session or a complete beginner assessment.
Progress
Keyboard: ← previous, → next, F flag.
How to use this quiz
Select topics, mode, length, and scoring rules. Answer each question and flag anything needing review. Submit when finished to receive visual reports.
Practice mode can show explanations immediately. Exam mode delays feedback until submission. Saved progress remains in your browser.
Question bank
This file includes 136 beginner questions across foundations, data, algorithms, preprocessing, evaluation, validation, deployment, responsible use, and practical scenarios.
| Question type | What it tests | Interaction |
|---|---|---|
| Single choice | Concept recognition | Select one answer |
| Multiple choice | Combined understanding | Select every correct answer |
| Numeric | Basic calculations | Enter a number |
| Fill in | Vocabulary recall | Enter a short term |
| Ordering | Workflow sequencing | Move items up or down |
| Matching | Term relationships | Choose a match for each item |
Frequently asked questions
Is prior programming knowledge required?
No. Most questions focus on concepts, examples, and simple calculations.
Can I practice only one topic?
Yes. Select or clear topic checkboxes before starting.
How are multiple-answer questions scored?
All correct choices must be selected, with no extra choices.
What does negative marking do?
It subtracts a small amount for incorrect attempted answers.
Can I resume later?
Yes. Enable saved progress and use the resume button.
Are reports stored permanently?
Browser history is local. The PHP session stores only ten recent summaries.
Does the PDF include my results?
Yes. It includes summary statistics and category performance.
What score shows beginner mastery?
A score near 80% suggests strong beginner understanding.
Can answers be randomized?
Yes. Both question order and answer order are configurable.