Fairness,… ) 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

Talk general-ethics

Do I need to be Dr. Frankenstein to create real-ish synthetic data?

Gatha

Data Engineering, Ethics (Privacy, Fairness,… ), Governance

Synthetic data not only address the privacy needs but also offer workaround for unprecedented situations. This talk introduces their different types, the options for their generation, and how you don't need to be a mad scientist to make realistic synthetic data

Talk pydata-machine-learning-stats

Machine Learning Testing Ecosystem of Python

Yunus Emrah Bulut

Computer Vision, Ethics (Privacy, Fairness,… ), Governance, Natural Language Processing, Neural Networks / Deep Learning, Security

Machine learning testing becomes an indispensable part of the MLOps and Python offers great ecosystem for this purpose.

Tutorial general-community-diversity-carreer-life-and-everything-else

ML Communication 101: How to talk about Machine Learning with anyone

Julia Ostheimer

Best Practice, Business & Start-Ups, Career & Freelancing, Corporate, Diversity & Inclusion, Ethics (Privacy, Fairness,… ), Transparency / Interpretability, Use Case

You wanna know how you can explain your grandparents what #MachineLearning is? Attend the #PyConDE #PyData tutorial on how to translate #ML terms into everyday language of any audience. #communication #101 #tutorial #softskills #AI

Talk general-ethics

The Myth of Neutrality: How AI is widening social divides

Stefanie Stoppel

Ethics (Privacy, Fairness,… ), Neural Networks / Deep Learning

AI is not neutral and its creation often perpetuates harmful biases. My talk highlights how difficult it is to build "fair and responsible" AI, but also why it's worth to try & prevent these algorithms from cementing existing injustices.

Talk pydata-natural-language-processing

XAI meets Natural Language Processing

Larissa Haas

Data Visualization, Ethics (Privacy, Fairness,… ), Transparency / Interpretability

XAI meets NLP - approaches, workarounds and lessons learned while making an NLP project explainable

Talk pydata-machine-learning-stats

You shall not share!

Gönül Aycı

Ethics (Privacy, Fairness,… ), Natural Language Processing

Are you ready to have an agent to help to preserve your privacy in online social networks? "You shall not share!" will be presented by @gonul_ayci ⚡️