Hard Skills
ExpertMachine Learning EngineeringThe practice of designing, building, and deploying scalable machine learning models and systems to solve business problems.
AdvancedNatural Language ProcessingApplying computational techniques to analyze, understand, and generate human language data.
AdvancedMLOps and Pipeline OrchestrationStandardizing and automating the machine learning lifecycle from data ingestion to model monitoring in production environments.
IntermediateEthical AI and Bias MitigationImplementing frameworks and technical checks to ensure AI systems are fair, transparent, and compliant with regulations.
ExpertProbabilistic Modeling and InferenceUsing statistical techniques to model uncertainty and make predictions based on incomplete or noisy data.