Streamlit Dashboards & Apps Development Training in Cork, Ireland

The Streamlit Dashboards & Apps Development Training is a hands-on program focused on building interactive data dashboards and lightweight web applications using Python and Streamlit. The course enables data professionals and developers to rapidly transform data scripts into production-ready dashboards and apps without traditional frontend development.

Introduction to Streamlit & Data Apps

• What is Streamlit and where it is used

• Streamlit vs traditional web frameworks

• Use cases: dashboards, ML demos, analytics apps

• Overview of Streamlit architecture

Streamlit App Fundamentals

• Installing and setting up Streamlit

• App structure and execution flow

• Running and updating Streamlit apps

• Working with scripts and layouts

UI Components & Layout Design

• Text, inputs, buttons, sliders, and forms

• Sidebar and multi-column layouts

• Tabs, expanders, and containers

• Designing clean and user-friendly dashboards

Data Handling & Visualization

• Loading data from files and databases

• Data manipulation with pandas

• Charts using Streamlit built-ins

• Integrating Matplotlib, Plotly, and Altair

Interactive Dashboards

• Filters, selectors, and dynamic updates

• Cross-filtering and user-driven analysis

• Building KPI dashboards

• Real-time dashboard patterns

State Management & Performance

• Session state concepts

• Caching data and computations

• Improving app responsiveness

• Handling large datasets efficiently

Forms, Validation & User Input

• Creating forms and workflows

• Input validation techniques

• Multi-step user interactions

• Storing and processing user inputs

Integrating Machine Learning & Analytics

• Displaying ML model predictions

• Model inference in Streamlit apps

• Visualizing model outputs

• ML demo dashboards

Authentication & Security Basics

• App access control overview

• Environment variables and secrets

• Handling sensitive data

• Security best practice

Styling, Theming & UX Enhancements

• Custom themes and branding

• CSS and layout customization

• Improving usability and accessibility

• Responsive dashboard design

Deployment & Sharing

• Preparing apps for production

• Deploying on cloud platforms

• Version control and updates

• Monitoring and maintenance basics

Hands-on Exercises

Summary and Conclusion