Introduction to Data Science in Python Certification Exam

Introduction to Data Science in Python Python’s data science ecosystem shifted significantly with pandas 2.0’s API deprecations and NumPy’s transition to strict typing. This exam reflects those pivotal updates, ensuring you grasp current library behavior rather than outdated syntax patterns. You’ll work with modern vectorization techniques and understand how contemporary frameworks handle missing data differently than older tutorials suggest.