Technical capability

A practical stack, organized by how the work gets done.

This is a transparent view of the technologies and working skills I use or actively develop — grouped by function instead of inflated proficiency meters.

36Named capabilities5Skill systemsProject-ledLearning approach

Capability system 01

Machine Learning & AI

Machine LearningDeep LearningComputer VisionNLP FundamentalsGenerative AILLM EvaluationModel EvaluationEthical AI

Capability system 02

Data & Programming

PythonPandasScikit-learnData PreprocessingFeature EngineeringData VisualizationSQLC

Capability system 03

Engineering & Delivery

Experiment DesignMLflowStreamlitModel DeploymentGit & GitHubTechnical DocumentationWeb Development

Capability system 04

Cloud & Quantum

Huawei CloudCloud FundamentalsVirtualizationNetworkingQiskitVQEQuantum Algorithms

Capability system 05

Leadership & Communication

Community StrategyWorkshop FacilitationTechnical SpeakingCross-functional CollaborationProgram CoordinationProposal Writing

Strong fundamentals before abstraction

Evaluation before confident claims

Documentation as part of delivery