Hard Skills
AdvancedMachine LearningThe development and implementation of algorithms and statistical models that enable systems to perform tasks without explicit instructions by relying on patterns and inference.
AdvancedStatistical ModelingThe use of mathematical models to summarize data and make predictions based on probability distributions and variable relationships.
IntermediateData VisualizationThe creation of graphical representations of data to communicate insights clearly and efficiently to technical and non-technical audiences.
AdvancedPython ProgrammingProficiency in using the Python language and its data-specific libraries like Pandas, NumPy, and Scikit-learn for data manipulation.
IntermediateSQL & Database ManagementThe ability to write complex queries to extract, transform, and load data from relational databases.
IntermediateA/B Testing & ExperimentationDesigning and analyzing randomized controlled experiments to compare two versions of a variable to determine which performs better.