APMG Data Science with Python Foundation Python’s pandas library dominates data wrangling tasks across this foundation exam, alongside NumPy for numerical computation and matplotlib for visualization. You’ll work with real datasets, applying filtering, aggregation, and transformation techniques that professionals use daily. Statistical fundamentals? mean, variance, correlation? appear throughout, paired with practical scenarios involving missing data and outlier detection. Machine learning basics round out the scope, from train-test splits to model evaluation metrics.
| Exam Name | APMG Data Science with Python Foundation |
| Format | PDF & Practice Test Engine |
| Target Year | 2026 Updated |
| Features | 100% Verified Q&As |

