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Streamlit: Making AI Apps and showcasing Data Analytics on the Web in Minutes

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Streamlit: Making AI Apps and showcasing Data Analytics on the Web in Minutes

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🌴 PyData Miami is hosting its first event of 2025! Join us for an in-person session demonstrating how to build data-driven applications in minutes. Damian Montero shares common problems faced in data science and engineering, and how Streamlit provides an elegant solution.

Streamlit enables data scientists and ML engineers to create interactive web applications directly from Python scripts, eliminating the need for frontend development skills. This hands-on session covers how to convert data analyses and models into shareable web interfaces. We'll begin with some examples to understand Streamlit's capabilities, then participants will build a dashboard using the 2025 State of Engineering Management Report dataset. The live coding portion covers core components (layouts, widgets, data visualization), state management, and GitHub deployment. We'll also implement LLM and RAG features using provided code examples. Attendees will receive a complete GitHub repository with all demonstrated code, including the AI implementations.

The session is suitable for ML engineers, data scientists, and students with basic Python knowledge who need to create interactive interfaces for their work. No web development experience is required. The session concludes with Q&A focused on specific use cases and implementation challenges.

Audience
ML Engineers, Mathematicians, Data Analysts, Data Scientist, and anyone interested in AI.

Level
Beginner to Advanced

Format
60-minute presentation to include a demonstration.

About the speaker
Damian Montero is a seasoned technology consultant serving the federal government, with over 26 years of experience crafting innovative web and mobile applications. He leads one of South Florida’s largest developer communities. Outside of work, Damian is a proud father to a teenage daughter and is considered by many to be a part-time comedian.

About PyData Miami
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization.

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