EuroPython Conference Courses

From Linear Algebra to Machine Learning

Explore the mathematical foundations of machine learning, from linear algebra to optimization, with practical Python implementations using NumPy, SciPy, and TensorFlow.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

Get Productive with Python in Visual Studio Code

Maximize Python productivity with Visual Studio Code: from basic setup to advanced features like debugging, testing, and collaborative coding. Learn tips and tricks for efficient development.

• YouTube
• 45 minutes
• On-Demand
• Conference Talk

Sprint Orientation

Orientación para participar en sprints de desarrollo colaborativo en Python, explorando oportunidades de contribución y mejora de proyectos de código abierto.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Faster Python Startup

Explore techniques to optimize Python startup speed by embedding code objects into the cPython binary, reducing module loading time and improving performance for frequently launched applications.

• YouTube
• 28 minutes
• On-Demand
• Conference Talk

Bytecodes and Stacks - A Look at CPython’s Compiler and Its Execution Model

Explore CPython's inner workings: from code compilation to execution. Learn about tokenization, parsing, bytecode, and the stack-based virtual machine, suitable for Python developers of all levels.

• YouTube
• 31 minutes
• On-Demand
• Conference Talk

Walking the Random Forest and Boosting the Trees

Explore tree-based ensemble models like Random Forest and Gradient Boosting, understanding their theory and implementation in Python for effective data science applications.

• YouTube
• 24 minutes
• On-Demand
• Conference Talk

Citizen Science with Python

Explore data-driven humanitarian and healthcare projects using Python, with audience experiments and inspiration for running your own scientific experiments using the Python stack.

• YouTube
• 46 minutes
• On-Demand
• Conference Talk

Air Quality & Python - Developing Online Analysis Tools

Explore Python-based online tools for analyzing air quality data, integrating libraries like Pandas and NumPy with Django and Plot.ly to create interactive visualizations and support research and education.

• YouTube
• 29 minutes
• On-Demand
• Conference Talk

Quart - A asyncio Alternative to Flask

Explore Quart, an asyncio-based alternative to Flask, offering enhanced features like HTTP/2 and websockets while maintaining Flask's API for efficient web development.

• YouTube
• 28 minutes
• On-Demand
• Conference Talk

Rehabilitating Pickle

Explore Pickle's security risks, potential defenses, and alternatives for safe Python object serialization in distributed systems.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

Winning Card Games with 1000+ CPUs

Explore how AWS Lambda and Python concurrency can optimize a genetic algorithm for winning the SushiGo card game, discussing implementation, challenges, and results.

• YouTube
• 42 minutes
• On-Demand
• Conference Talk

Creating a Culture of Software Craftsmanship

Explore strategies to manage software complexity, prevent common pitfalls, and foster a culture of craftsmanship for sustainable development and improved project outcomes.

• YouTube
• 28 minutes
• On-Demand
• Conference Talk

Writing Good Error Messages

Learn to craft clear, actionable error messages for better code readability and user experience. Explore common pitfalls and effective techniques for writing informative error messages in Python.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

Processing Geodata Using Python and Open Source Modules

Learn to analyze, manipulate, and visualize geospatial data using Python and open-source modules like Shapely, Fiona, rasterio, and GeoPandas. Explore vector and raster data handling, spatial reference systems, and map creation.

• YouTube
• 45 minutes
• On-Demand
• Conference Talk

Debugging Your Code with Data Visualization

Explore debugging techniques using data visualization tools to understand complex code behavior, illustrated with real-world examples from AWS CLI and boto3 development.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk