Hard Skills
ExpertStatistical ModelingApplying mathematical techniques to characterize data and predict future outcomes.
ProficientPython ProgrammingUtilizing Python and libraries like Pandas and Scikit-learn for model development.
AdvancedDeep LearningDesigning and training multi-layered neural networks for complex tasks like image or text recognition.
IntermediateMLOpsIntegrating machine learning models into production environments and managing their lifecycle.
ProficientExploratory Data AnalysisAnalyzing data sets to summarize their main characteristics and identify patterns.
AdvancedFeature EngineeringThe process of using domain knowledge to extract features from raw data that improve model performance.