Hard Skills
ExpertMachine Learning EngineeringThe ability to design, build, and deploy predictive models and algorithms using statistical methods and programming languages.
AdvancedNatural Language Processing (NLP)The application of computational techniques to the analysis and synthesis of human language and speech.
AdvancedMLOps (Machine Learning Operations)A set of practices that aims to deploy and maintain machine learning models in production reliably and efficiently.
IntermediateData Visualization and StorytellingThe ability to translate complex data findings into visual formats and narratives that non-technical stakeholders can understand.
Soft Skills
SeniorStrategic AI ConsultingThe capacity to bridge the gap between technical AI capabilities and business objectives to provide actionable roadmaps.
IntermediateEthical AI GovernanceThe framework of ensuring that AI systems are developed and used in a fair, transparent, and accountable manner.