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.

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.

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.

Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.

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.

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.

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.

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.

Orchestrate, scale and operate container workloads. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Orchestrate, scale and operate container workloads. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Orchestrate, scale and operate container workloads. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Monitor systems with metrics, logs and tracing. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Monitor systems with metrics, logs and tracing. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Monitor systems with metrics, logs and tracing. 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.

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.

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.

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.

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.

Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

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.

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.

Describe requirements in structured specification documents and align them with stakeholders.Describe requirements in structured specification documents and align them with stakeholders.Describe requirements in structured specification documents and align them with stakeholders.

Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Provision and version cloud infrastructure declaratively. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Provision and version cloud infrastructure declaratively. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Provision and version cloud infrastructure declaratively. 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.