Speakers
Ali Elbadry
Tomas Ruiz
Luciano Ramalho
Schedule
Location
In this talk, we will delve into the world of federated learning with Python and explore the Flower framework. The focus will be on implementation strategies, FL algorithms, hyperparameters, challenges, and how to cope with them. We will discuss the benefits of using federated learning, and how it can be used to train machine learning models using decentralized data sources, without compromising data privacy.
Streamlit is a framework to create interactive web applications with minimal overhead. You need no experience in web development, HTML, or Javascript. For teams building data science applications and seeking to deploy their work quickly, Streamlit is a very empowering framework. Within Allianz Global Investors, the team has adopted Streamlit to decomission existing legacy frontends, and release new ones, and they are very happy with the results. In the talk Tomas will present the Streamlit concepts and highlight its power and simplicity.
Imagine blending the interactivity and power of Jupyter notebooks with the visual simplicity and engagement of Turtle and drawing tools. Jupyturtle, crafted by Luciano Ramalho, brings a fresh approach to learning and teaching Python within the beloved Jupyter environment. It’s about making programming visual and interactive, breaking down complex concepts into engaging, understandable pieces. Luciano will share how this tool can transform coding sessions into a visually interactive experience. Perfect for educators, learners, and Python enthusiasts eager for a new way to see their code in action.