tuesday-09:00 Session List

Talk general-ethics

Biases in Language Models

sonam

Diversity & Inclusion, Ethics (Privacy, Fairness,… ), Natural Language Processing

Study of gender biases in popular language models and debiasing model techniques

Tutorial pydata-pydata-scientific-libraries-stack

Data Science at Scale with Dask

Richard Pelgrim

APIs, Big Data, Cloud

A hands-on introduction to methods for scaling your data science and machine learning with Dask.

Talk pydata-natural-language-processing

deepdoctection - An open source package for document intelligence

Janis Meyer

Computer Vision, Natural Language Processing

deepdoctection is a Python package that enables document analysis pipelines to be built using deep learning models.

Tutorial pycon-testing

Faster Workflow with Testdriven Development

Torsten Zielke

Best Practice, Backend, Coding / Code-Review

Learn how to use testdriven development to boost your productivity and let the community do the annoying frequent checkups if the application still works

How a simple streamlit dashboard will help to put your machine learning model in production

Daniël Willemsen, Welmoet Verbaan

Best Practice, Data Visualization, Predictive Modelling

Have you struggled getting your valuable machine learning model into the hands of users? A simple streamlit monitoring dashboard can help!

Talk pydata-machine-learning-stats

Secure ML: Automated Security Best Practices in Machine Learning

Alejandro Saucedo

Best Practice, Data Engineering, Security

As data science capabilities scale, the core concept of security becomes growingly critical - in this talk we provide an overview of challenges, solutions and best practices to introduce security into the ML lifecycle.

Speeding up Python with Zig

Adam Serafini

Packaging, Performance

Let's speed up Python, with Zig! A tour through Python's C API and packaging challenges...