Hard Skills
AdvancedStatistical ModelingThe application of mathematical models and statistical techniques to identify patterns and predict future trends from datasets.
ExpertPython ProgrammingExpertise in the Python language and specialized libraries such as Pandas, NumPy, and Scikit-Learn for data manipulation.
AdvancedDeep Learning FrameworksProficiency in using tools like TensorFlow or PyTorch to build and train complex neural networks.
IntermediateMLOpsIntegrating machine learning models into production systems and managing the end-to-end lifecycle, including monitoring and retraining.
AdvancedFeature EngineeringThe process of using domain knowledge to create variables that help machine learning algorithms work better.