#InterpretableML

Marco 🌳 Zoccaocramz@sigmoid.social
2024-10-12

Interested in interpretable ML, particularly for LLMs?

eg "causal" interpretability, as in the "OthelloGPT" paper [1]?

Let's connect!

1. arxiv.org/abs/2210.13382

#ai #machinelearning #interpretability #interpretableml #mechanisticinterpretability

2024-10-01

And while this is true for any modeling approach, I think it's especially relevant as we move to more complex models. In my experience, interpretability is important not only in making models accessible to the end user but also in the development process as we strive to build fair and reliable models that produce the best results.

#interpretableml #xai #datascience #python

2024-10-01

This book is golden! (and I think I'll have to read it again because it's so full of information!)

For anyone trying to understand their models, Serg MasĂ­s' book "Interpretable Machine Learning with #Python" provides the right mix of theory and practical approaches. It has both a high-level and applied perspective, which I really enjoyed, and gives both practitioners and those new to the field a good and illustrative starting point.

#interpretableml

Image of the book Interpretable ML with Python on a table
José Oramasjaom7@sigmoid.social
2024-03-06

Great news, this year #AIMLAI will be held in conjunction with #ECMLPKDD 2024. Looking forward to meeting you in Vilnius! #xai #interpretableML #explainability #interpretability #ai #ml @ECMLPKDD @IDLabResearch @imecVlaanderen @UAntwerpen

UKRI AI for Healthcare CentresAI4Health@sigmoid.social
2023-07-28

On Friday 28 July and Sat 29 July
@icmlconf

come and follow presentations by
@PFestor

@alj_jenkins
and
@JoshSouthern13

#interpretableML for health #GenerativeAI #GNN

2023-04-27

Interview of #CynthiaRudin about #InterpretableML. She is advocating #interpretable models for high-stake #decisions, which merit the extra training effort. Those #whiteboxes (or should we say #lightboxes?) give us hope in times where business leaders feel tempted to surrender to obscure #darkboxes (sounds more adequate than #blackboxes, doesn’t it?), which escape #accountability and #adjustability!

“Cynthia Rudin Builds AI That Humans Can Understand” | Quanta Magazine

flip.it/pmlCdg

2023-01-23

My new article in @towardsdatascience

One of the points is that IML bring DS closer to goal of science - understanding our natural world.

This is one of the reasons I’m so attracted to the field. Trying to understand how a model works is 1000x more interesting than simply evaluating it.

#DataScience #MachineLearning #InterpretableML #XAI

No paywall link:
towardsdatascience.com/data-sc

José Oramasjaom7@sigmoid.social
2023-01-11

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