Homework 1: Introduction
- Submissions
- 633
- Completion
- 53.7%
- Median score
- 6
- Lecture time
- 2h
- Homework time
- 2h
- Total time
- 4h
MLOps Zoomcamp 2025
MLOps Zoomcamp 2025 Dashboard
Course-level participation, homework, and project statistics.
Course overview
- Total enrollments
- 1179
- Project submissions
- 230
- Project completion rate
- 17.1%
- Average total score
- 16.5
- Median total score
- 6
- Overall completion rate
- 27.6%
- Graduates
- 189
Project outcomes
- Score to pass
- 12
- Passed
- 200
- Failed
- 30
- Median project score
- 33
Homework statistics
Median time and score by homework. Hover values on desktop for interquartile ranges.
| Homework | Submissions | Completion | Lecture time | Homework time | Total time | Median score |
|---|---|---|---|---|---|---|
| Homework 1: Introduction | 633 | 53.7% | 2h | 2h | 4h | 6 |
| Homework 2: Experiment Tracking | 406 | 34.4% | 4h | 3h | 7h | 6 |
| Homework 3: Training Pipelines | 322 | 27.3% | 3h | 4h | 8h | 6 |
| Homework 4: Deployment | 241 | 20.4% | 4h | 3h | 7h | 6 |
| Homework 5: Monitoring | 207 | 17.6% | 4h | 3h | 8h | 6 |
| Homework 6: Best Practices | 142 | 12.0% | 6h | 4h | 10h | 6 |
Homework 2: Experiment Tracking
- Submissions
- 406
- Completion
- 34.4%
- Median score
- 6
- Lecture time
- 4h
- Homework time
- 3h
- Total time
- 7h
Homework 3: Training Pipelines
- Submissions
- 322
- Completion
- 27.3%
- Median score
- 6
- Lecture time
- 3h
- Homework time
- 4h
- Total time
- 8h
Homework 4: Deployment
- Submissions
- 241
- Completion
- 20.4%
- Median score
- 6
- Lecture time
- 4h
- Homework time
- 3h
- Total time
- 7h
Homework 5: Monitoring
- Submissions
- 207
- Completion
- 17.6%
- Median score
- 6
- Lecture time
- 4h
- Homework time
- 3h
- Total time
- 8h
Homework 6: Best Practices
- Submissions
- 142
- Completion
- 12.0%
- Median score
- 6
- Lecture time
- 6h
- Homework time
- 4h
- Total time
- 10h
Assignment difficulty
Ranked by lowest median question score relative to the maximum achievable. Normalizing by question count makes homeworks of different lengths comparable; a lower percentage indicates a harder assignment.
| Rank | Homework | Median score | Score % | Completion |
|---|---|---|---|---|
| 1 | Homework 1: Introduction | 6 / 6 | 100.0% | 53.7% |
| 2 | Homework 2: Experiment Tracking | 6 / 6 | 100.0% | 34.4% |
| 3 | Homework 3: Training Pipelines | 6 / 6 | 100.0% | 27.3% |
| 4 | Homework 4: Deployment | 6 / 6 | 100.0% | 20.4% |
| 5 | Homework 5: Monitoring | 6 / 6 | 100.0% | 17.6% |
| 6 | Homework 6: Best Practices | 6 / 6 | 100.0% | 12.0% |
Question difficulty
Share of submitted answers that were correct, per question. A lower percentage points to a harder or more confusing question. Participation-only questions are excluded.
| Homework | Question | Correct | Answers | % correct |
|---|---|---|---|---|
| Homework 1: Introduction | Downloading the data | 613 | 633 | 96.8% |
| Computing duration | 606 | 633 | 95.7% | |
| Dropping outliers | 609 | 633 | 96.2% | |
| One-hot encoding | 588 | 633 | 92.9% | |
| Training a model. RMSE on train | 594 | 633 | 93.8% | |
| Evaluating the model. RMSE on validation | 524 | 633 | 82.8% | |
| Homework 2: Experiment Tracking | Download and preprocess the data | 393 | 406 | 96.8% |
| Train a model with autolog | 369 | 406 | 90.9% | |
| Launch the tracking server locally | 361 | 406 | 88.9% | |
| Tune model hyperparameters | 336 | 406 | 82.8% | |
| Promote the best model to the model registry | 329 | 406 | 81.0% | |
| Homework 3: Training Pipelines | Creating a pipeline | 306 | 322 | 95.0% |
| Data preparation | 308 | 322 | 95.7% | |
| Train a model | 284 | 322 | 88.2% | |
| MLFlow | 257 | 322 | 79.8% | |
| Homework 4: Deployment | Notebook | 231 | 241 | 95.9% |
| Preparing the output | 221 | 241 | 91.7% | |
| Parametrize the script | 225 | 241 | 93.4% | |
| Docker container | 159 | 241 | 66.0% | |
| Homework 5: Monitoring | Prepare the dataset | 193 | 207 | 93.2% |
| Monitoring | 169 | 207 | 81.6% | |
| Dashboard | 177 | 207 | 85.5% | |
| Homework 6: Best Practices | Writing first unit test | 118 | 142 | 83.1% |
| Mocking S3 with Localstack | 132 | 142 | 93.0% | |
| Creating test data | 113 | 142 | 79.6% | |
| Finish the integration test | 112 | 142 | 78.9% |
Submission timing
When homework submissions arrive relative to the deadline, across all assignments.
- A week or more early
- 270 (13.8%)
- 3-7 days early
- 288 (14.8%)
- 1-3 days early
- 240 (12.3%)
- Final day
- 466 (23.9%)
- After the deadline
- 687 (35.2%)
Engagement over time
Homework submissions per week, across all assignments. Bars are scaled to the busiest week.
- May 05, 2025
- 152
- May 12, 2025
- 210
- May 19, 2025
- 386
- May 26, 2025
- 347
- Jun 02, 2025
- 94
- Jun 09, 2025
- 249
- Jun 16, 2025
- 202
- Jun 23, 2025
- 176
- Jun 30, 2025
- 113
- Jul 07, 2025
- 20
- Jul 14, 2025
- 2
Graduates
189 students completed the course and received certificates.