Emir Muñoz

Machine Learning Engineer/Manager • PhD in Computer Science • Bringing #AI #ML #MLOps #DataScience to #CX from Galway, Ireland

[Insight Research Ireland Centre @insight_centre]

NEWS: Insight and @Genesys to scale up bias detection partnership in #Galway @uniofgalway
@ucddublin @DCU @UCC @scienceirel @GalwayChamber #TrustworthyAI #MachineLearning #CustomerExperience
https://t.co/QnxLGafZsC

[Bianca Pereira @BiaResearcher]

The biggest enemy of content creators:

Writer's block.

Some people spend *months* developing their knowledge — when it is time to write, it is gone!

Here are 5 types of writer's block and how to solve them.

[Daily AI Papers @papers_daily]

A Library for Representing Python Programs as Graphs for Machine Learning

https://t.co/0Evj5cLXNZ

Graph representations of programs are commonly a central element of machine learning for code research. We introduce...

🧵 👇

[Gael Varoquaux 🦋 @GaelVaroquaux]

⚡️Preprint: Why do tree-based models still outperform deep learning on tabular data?

We give solid evidence that, on tabular data, achieving good prediction is easier with tree methods than deep learning (even modern architectures) and explore why
https://t.co/qft4LgZm0z

1/9

[/MachineLearning @slashML]

A python module to fetch relevant papers based on keywords from different sources, including Arxiv, ACL, ACM, PMLR, CVF etc. and fetch all citations of a research paper from google scholar https://t.co/SdK1HiayTC

[Evidently AI @EvidentlyAI]

A Friday ML use case📕

Linkedin uses ML to help their sales representatives segment, prioritize, and help target accounts.

To make recommendations useful, they added user-facing explainability features that provide narrative insights.  

How it works 👇🏼
https://t.co/qlXyyvRaTY

[Emir Muñoz @emir_munoz]

@richardtomsett @alt227Joydeep @haltakov Exactly, the curve can give some insights and AUC add to that. This post mentions a good article comparing AUC-ROC and AUC-PR https://t.co/wYhvnMGrna. Imbalance data is always tricky and better look at different metrics --- even comparing distribution between train & test sets

[Emir Muñoz @emir_munoz]

@alt227Joydeep @haltakov Oh you shouldn't trust AUC-ROC for imbalance data, same as for Accuracy. You are best looking at AUC-PR (area under the precision recall curve) or MCC (Matthews correlation coefficient)

[Emir Muñoz @emir_munoz]

Very interesting analogy between fast (AI) decisions and fast food. You can always cook at home or get it from a good restaurant instead of McDonald's.

How homeowners defeated Zillow’s AI, which led to Zillow Offers’ demise https://t.co/YebMrmhdDN

[DevFest UK & Ireland 🇬🇧 🇮🇪 @DevFest_UKI]

📢SPEAKER HIGHLIGHT! "Enhancing Customer Experience with AI/ML" by @emir_munoz

Join us this Saturday, January 29, 2022
🎟️ https://t.co/LygINQQoHR
🌍 London

#devfestuki #Cloud #AI #ML #AIML #CustomerExperience

[Tom Goldstein @tomgoldsteincs]

My recent talk at the NSF town hall focused on the history of the AI winters, how the ML community became "anti-science," and whether the rejection of science will cause a winter for ML theory. I'll summarize these issues below...🧵

[Emir Muñoz @emir_munoz]

This article explains how to engineer relationships following 3 principles

What Every Engineer and Computer Scientist Should Know: The Biggest Contributor to Happiness
https://t.co/kRP8hklVnr

[Luigi Patruno @MLinProduction]

Evaluating ML models by computing a metric over a test set is not enough.

Critical to identify sub populations within a test set (ie segments/slices) and examine model performance on those subsets.

But how do you identify the subsets? Here’s 3 ways:

[Emir Muñoz @emir_munoz]

Great thread with many tips in it

[Job @Jobvo]

1/ I've been managing people remotely for 8 years. Here's how to be a better manager in a remote (distributed) team:

[Emir Muñoz @emir_munoz]

Great summary on the progress of ML in 2021

[Niall O'Hara @nialloh23]

The last year saw the consolidation of some important concepts in Machine Learning. I took some time over Christmas to summarise the macro trends I'm most excited about heading into 2022. I'll share of the themes covered in the thread below 🧵

https://t.co/qrhRcNwiiR

[Emir Muñoz @emir_munoz]

@PMinervini @EdinburghNLP @InfAtEd @EdinburghUni Congrats! Very happy for you

[Emir Muñoz @emir_munoz]

itag's AI Summit 2021 25th Nov @ 11:45

Guest Speaker: Edmund Sutcliffe

Deterministic Construction Services: Why this is key to regulatory compliance and safety.

Book Now https://t.co/P9xLcElBpL

#innovation #ai #tech #OurTechCommunity #itagTech #TechTalks

[DevFest UK & Ireland 🇬🇧 🇮🇪 @DevFest_UKI]

🗨️TALK HIGHLIGHT! "Enhancing Customer Experience with AI/ML" by @emir_munoz

Join us for this Hybrid (in-person & virtual) event
📅 Saturday, January 29, 2022
🎟️ https://t.co/LygINQQoHR
🌍 London

#devfestuki #ai #ml #customerexperience

[DevFest UK & Ireland 🇬🇧 🇮🇪 @DevFest_UKI]

📢SPEAKER ANNOUNCEMENT! @emir_munoz is delighted to be one of our speakers for #DevFest UK & Ireland!

📅 Saturday, January 29, 2022
🎟️ https://t.co/LygINQQoHR
🌍 London

Join us for this Hybrid (in-person & virtual) event.
#devfestuki #ai #ml #CustomerExperience

[Bianca Pereira @BiaResearcher]

With a 'can do' attitude we can achieve many things.

@Crowd4access was once only an idea in my mind, got early support of my colleague @VenkateshGM20 and @insight_centre. Today people are out in the streets to map footpath access for all.

I cannot state how proud I feel ☺️