Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreDevelop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling. moreDevelop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.

Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreWrite maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions. moreIsolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Develop neural networks with PyTorch or TensorFlow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop neural networks with PyTorch or TensorFlow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop neural networks with PyTorch or TensorFlow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreDevelop neural networks with PyTorch or TensorFlow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreManage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreProcess language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions. moreQuery and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions. moreAnalyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreWork within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Integrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Integrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Integrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreIntegrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines. moreDesign, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.

Test APIs with Postman: requests, collections, automation and error analysis.Test APIs with Postman: requests, collections, automation and error analysis.Test APIs with Postman: requests, collections, automation and error analysis. moreTest APIs with Postman: requests, collections, automation and error analysis.

Automate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreAutomate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreContainerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Estimate effort (story points, planning poker) and plan sprints realistically.Estimate effort (story points, planning poker) and plan sprints realistically.Estimate effort (story points, planning poker) and plan sprints realistically. moreEstimate effort (story points, planning poker) and plan sprints realistically.

Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence. moreCommunicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.

Document systems, runbooks and decisions traceably and keep them current.Document systems, runbooks and decisions traceably and keep them current.Document systems, runbooks and decisions traceably and keep them current. moreDocument systems, runbooks and decisions traceably and keep them current.

Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users. moreOrganise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.

Plan and automate tests and find defects systematically. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Plan and automate tests and find defects systematically. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Plan and automate tests and find defects systematically. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. morePlan and automate tests and find defects systematically. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreAutomate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.