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Giskard at FOSDEM 2023

FOSDEM 2023: Presentation on CI/CD for ML and How to test ML models?

Alex Combessie
Alex Combessie
Presentation bias

Where do biases in ML come from? #7 📚 Presentation

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
A shift

Where do biases in ML come from? #6 🐝 Emergent bias

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Raised hands

Where do biases in ML come from? #5 🗼 Structural bias

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Orange picking

Where do biases in ML come from? #4 📊 Selection

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Ruler to measure

Where do biases in ML come from? #3 📏 Measurement

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Variables crossing

Where do biases in ML come from? #2 ❌ Exclusion

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Searching for bias in ML

Where do biases in ML come from? #1 👉 Introduction

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Trust in AI systems

8 reasons why you need Quality Testing for AI

Alex Combessie
Alex Combessie
Research literature

What does research tell us about the future of AI Quality? 💡

Jean-Marie John-Mathews
Jean-Marie John-Mathews, Ph.D.
Quality Monitoring Dashboard

How did the idea of Giskard emerge? #8 👁‍🗨 Monitoring

Alex Combessie
Alex Combessie
Frances Haugen testifying at the US Senate

How did the idea of Giskard emerge? #7 👮‍♀️ Regulation

Alex Combessie
Alex Combessie
Giskard founders: Alex and Jean-Marie

How did the idea of Giskard emerge? #6 👬 A Founders' story

Alex Combessie
Alex Combessie
Ai incident database

How did the idea of Giskard emerge? #5 📉 Reducing risks

Alex Combessie
Alex Combessie
Five star quality standards

How did the idea of Giskard emerge? #4 ✅ Standards

Alex Combessie
Alex Combessie
Recommender System

How did the idea of Giskard emerge? #3 📰 AI in the media

Alex Combessie
Alex Combessie
User interfaces - counting sheeps

How did the idea of Giskard emerge? #2 🐑 User Interfaces

Alex Combessie
Alex Combessie
Running tests

How did the idea of Giskard emerge? #1 🤓 The ML Test Score

Alex Combessie
Alex Combessie