EuroPython Conference Courses

Bioinformatics Pipeline for Revealing Tumour Heterogeneity

Explore a Python-based bioinformatics pipeline for analyzing single-cell DNA sequencing data to reveal tumor heterogeneity and inform personalized cancer treatments.

• YouTube
• 28 minutes
• Self-Paced
• Conference Talk

Dash - Interactive Data Visualization Web Apps with No Javascript

Explore interactive data visualization web apps using Dash, a Python framework that eliminates the need for JavaScript. Learn best practices, pitfalls, and when to transition to traditional web development.

• YouTube
• 32 minutes
• Self-Paced
• Conference Talk

TensorFlow 2.0 - TensorFlow Strikes Back

Explore TensorFlow 2.0's new features, including Keras API, eager execution, and improved production pipeline, enhancing usability while maintaining performance and scalability.

• YouTube
• 43 minutes
• Self-Paced
• Conference Talk

How to Ship a Python App to a Hundred Million Desktops

Discover best practices for building and shipping high-quality desktop applications using Python, drawing from Dropbox's decade-long experience in developing cross-platform software for millions of users.

• YouTube
• 45 minutes
• Self-Paced
• Conference Talk

Build Your Python Extensions with Rust

Explore writing Python extension modules in Rust using pyo3 and milksnake libraries. Learn about performance, safety, and maintainability compared to C and Cython extensions.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Is It Me, or the GIL

Explore methods and tools for analyzing Python's Global Interpreter Lock impact on application performance, helping developers focus on actual problematic areas needing improvement.

• YouTube
• 37 minutes
• Self-Paced
• Conference Talk

Writing a Python Autoreloader

Explore the complexities of Python autoreloaders, their inner workings, and challenges in implementation. Learn from Django 2.2's refactoring process and discover a new library for simplifying autoreloader development.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Dissecting tf.function to Discover AutoGraph Strengths and Subtleties

Explore AutoGraph and tf.function in TensorFlow 2.0, learning key concepts for efficient graph-convertible code and improved performance in deep learning applications.

• YouTube
• 27 minutes
• Self-Paced
• Conference Talk

Modern Data Science with Vaex - A New Approach to DataFrames and Pipelines

Explore efficient data processing for large datasets using Vaex, combining computational graphs and lazy evaluations with memory-mapped storage and out-of-core algorithms.

• YouTube
• 51 minutes
• Self-Paced
• Conference Talk

Auditing Hooks and Security Transparency for CPython

Explore CPython's new security features: auditing hooks and verified open call. Learn how to detect and prevent malicious use of Python, integrating with OS security frameworks.

• YouTube
• 44 minutes
• Self-Paced
• Conference Talk

Supercharge Your Deep Learning Algorithms with Optimized Software

Optimize deep learning algorithms on Intel architecture using Intel® MKL for training and Intel® nGraph and OpenVINO™ for inferencing, enhancing runtime performance.

• YouTube
• 22 minutes
• Self-Paced
• Conference Talk

Securely Executing Python Machine Learning Models with Distroless Images at ING

Explore secure execution of Python ML models using distroless images at ING. Learn about security risks, minimal Docker images, and practical implementation in a banking environment.

• YouTube
• 22 minutes
• Self-Paced
• Conference Talk

Classification Based on Missing Features in Deep Convolutional Neural Networks

Explore a novel approach to enhance neural network accuracy and robustness in adversarial situations, focusing on classification based on missing features in deep convolutional models.

• YouTube
• 27 minutes
• Self-Paced
• Conference Talk

Extracting Tabular Data from PDFs with Camelot and Excalibur

Learn to extract tabular data from PDFs using open-source Python tools Camelot and Excalibur. Discover installation, usage, and automation techniques for efficient data extraction and processing.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Why You Should Pursue Public Speaking and How to Get There

Overcome public speaking fears and gain confidence with practical tips and strategies for presenting effectively, from team meetings to conferences.

• YouTube
• 42 minutes
• Self-Paced
• Conference Talk