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Pieter Robberechts

@probberechts.bsky.social
1.3K followers 108 following 44 posts

Postdoc @ KU Leuven • Machine Learning × Sports

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Reposted by Pieter Robberechts
Lorenzo Cascioli @lorenzocascioli.bsky.social · 29/09/2026
How long do actions echo? ⚽️🔊 🇮🇹 A few weeks ago I was back at the #MLSA workshop, held during ECML/PKDD in Napoli. 🔜 I presented our latest study on possession value frameworks, where we analyse the “near future” over which the effect of an action is measured.
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cata @catabush.com · 09/09/2026
A model-heavy newsletter today, with lots of thoughts on the decisions we make when building something. This week's Post-Match Report:
post-match-report.leaflet.pub
September 8: decisions decisions
all about models
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PySport @pysport.org · 09/09/2026
𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 𝟐.𝟎 𝐢𝐬 𝐡𝐞𝐫𝐞. 🇪🇺🇺🇸 Following the success of the first edition, PySport and @skillcorner.bsky.social are inviting the analytics community to work with open-source 𝐟𝐨𝐨𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 (including body pose data) and 𝐛𝐚𝐬𝐤𝐞𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 to turn new ideas into open-source projects with real value.
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Jesse Davis @jessejdavis.bsky.social · 17/07/2026
In the last chapter of her PhD thesis Lotte Bransen looked at penalty kicks. Several interesting things emerged. A simulation study indicated slightly higher save percentage if the goalkeeper did not always align directly in the center of the goal. 1/5
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Lorenzo Cascioli @lorenzocascioli.bsky.social · 24/06/2026
📝 dtai.cs.kuleuven.be/sports/blog/... w/ @probberechts.bsky.social @jessejdavis.bsky.social
dtai.cs.kuleuven.be
The World Cup's Strangest Trend is Just Good Math
Have you also found yourself scratching your head at the sight of kick-offs at the 2026 World Cup? Instead of passing the ball backward to…
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Lorenzo Cascioli @lorenzocascioli.bsky.social · 24/06/2026
🥾⚽️ As noted by, e.g., @zonal-marking.bsky.social a strange trend of the 2026 World Cup is teams deliberately booting the ball out of play from kick-off. With the @royalbelgianfa.bsky.social we looked into this in 2024 for the @statsbomb.com conference.
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Pieter Robberechts @probberechts.bsky.social · 12/06/2026
⚽➡️🧠 It’s a only small step from soccer analytics to Parkinson’s research… Over the past years, I collaborated on a project to improve how we understand Parkinson’s disease. It’s now published in Nature Communications: www.nature.com/articles/s41... Curious how soccer fits into this? Read on 👇
The brain of a fruit fly.
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Pieter Robberechts @probberechts.bsky.social · 27/05/2026
Our 2026 World Cup predictions are live! 🔮 🇪🇸 Spain (24%) is the clear favourite, followed by 🇦🇷 Argentina (17%), 🇫🇷 France (11%), 🏴󠁧󠁢󠁥󠁮󠁧󠁿 England (7%) and 🇧🇷 Brazil (5%). Explore every team’s path to the final in our interactive 👇 w/ @jessejdavis.bsky.social dtai.cs.kuleuven.be/sports/world...
dtai.cs.kuleuven.be
Predicting the 2026 World Cup: Can Anyone Stop Spain?
Qatar 2022 saw Messi finally claim his World Cup trophy in an epic final against France. This year’s tournament is the first 48‑team World…
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Kostas Pelechrinis @kpelechrinis.bsky.social · 26/05/2026
If you are interested in Bayesian analysis and the Bayesian framework in general (which you should imo) I've put together an open course on coursera. Check it out here: www.coursera.org/specializati... #Bayesian #MachineLearning #DataScience
coursera.org
Applied Bayesian Data Analysis
Offered by University of Pittsburgh. Master Bayesian Methods for Data Analysis. Apply Bayesian inference and probabilistic modeling to solve ... Enroll for free.
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Pieter Robberechts @probberechts.bsky.social · 22/05/2026
What if you could simply “prompt” a model with a few shots and get accurate xG predictions? #TabPFN is making waves on academic benchmarks. We tested how it handles a real-world sports analytics problem. w/ Timo Martens & @jessejdavis.bsky.social dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
Tabular Foundation Models for xG: Can TabPFN Score Without Training?
For years, the answer to “what’s the best model for expected goals (xG)?” has been boringly consistent: a carefully tuned XGBoost model…
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Pieter Robberechts @probberechts.bsky.social · 22/05/2026
⏳ The submission deadline for our MLSA workshop is coming up soon: June 5, 2026 (just two weeks away)! Don’t miss the chance to share your ongoing research ideas or recent work on Sports+AI!
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Jesse Davis @jessejdavis.bsky.social · 31/03/2026
This is a reminder that you can still register for our #socceranalytics symposium. We have a great set of speakers! www.kuleuven.be/liss/events/...
kuleuven.be
LISS Football Analytics Symposium
On the evening of 23 April 2026, LISS and the DTAI Sports Analytics Lab will host the Football Analytics Symposium. During this symposium, international speakers will share insights on the use of mach...
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Pieter Robberechts @probberechts.bsky.social · 23/03/2026
Our Workshop on Machine Learning and Data Mining for Sports Analytics (MLSA) will happen again as part of @ecmlpkdd.org! 📅 7 or 11 Sept 2026 📍 Naples, Italy 📝 Submissions due 5 June 2026 \w @hugoriosneto.bsky.social @azimmermdm.bsky.social & Maaike Van Roy dtai.cs.kuleuven.be/events/MLSA26/
dtai.cs.kuleuven.be
MLSA 2026
13th Workshop on Machine Learning and Data Mining for Sports Analytics at ECML/PKDD 2026
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Pieter Robberechts @probberechts.bsky.social · 23/02/2026
Don't miss the deadline for the LISS Football Analytics Symposium! Here are 3 reasons to get that abstract in 👇 1️⃣ Make an impact: Present your work directly to club analysts 2️⃣ Low effort: 2-page abstract (published research welcome!) 3️⃣ Learn from 4 of my favourite speakers on soccer analytics
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William Spearman @spearman.bsky.social · 19/02/2026
We’re recruiting for a Data Engineer to join our Research team at Liverpool FC. In my (perhaps biased) view, it’s a great opportunity to join an excellent team, work at the forefront of sports analytics, and have a tangible impact. www.linkedin.com/posts/conorq...
linkedin.com
New Vacancy - Data Engineer I am excited to share we are recruiting for a Data Engineer to join our Research team at Liverpool Football Club - this is a fantastic opportunity for someone to be a… | ...
New Vacancy - Data Engineer I am excited to share we are recruiting for a Data Engineer to join our Research team at Liverpool Football Club - this is a fantastic opportunity for someone to be a par...
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Jesse Davis @jessejdavis.bsky.social · 22/01/2026
⚽Event Announcement⚽ Leuven Institute of Sport Science’s #FootballAnalytics Symposium will take place on April 23! Current invited speakers are Prof. Pascal Bauer (DFB, USaarland) and @unravelsports.bsky.social Abstract submission closes on Feb 26 @ 17:00 CET www.kuleuven.be/liss/events/...
kuleuven.be
LISS Football Analytics Symposium
On the evening of 23 April 2026, LISS and the DTAI Sports Analytics Lab will host the Football Analytics Symposium. During this symposium, international speakers will share insights on the use of mach...
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Andy Cooper @andycoops83.bsky.social · 16/01/2026
It’s that time of year again: proposals are now being accepted to present at Opta Forum 2026, which is taking place in London at the end of March. If you are interested in taking part, the submission deadline is 9th February. Full details can be found ⬇️ www.statsperform.com/resource/opt...
statsperform.com
Opta Forum 2026: Call for Proposals - Stats Perform
Following the announcement of the return of the Opta Forum to London in 2026, we are pleased to confirm that submissions are now being accepted for the event’s annual data analytics competition. For o...
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Jan Van Haaren @janvanhaaren.be · 29/12/2025
Continuing the tradition, I have compiled an end-of-year overview of the soccer analytics content that I liked the most in 2025. This edition includes pointers to about 200 resources, including research papers, blog posts, news articles, podcasts, and webinars. janvanhaaren.be/posts/soccer...
janvanhaaren.be
Soccer Analytics 2025 Review – Jan Van Haaren
Collection of the soccer analytics content that I liked the most in 2025!
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Lorenzo Cascioli @lorenzocascioli.bsky.social · 22/12/2025
Can we measure the ability to block dangerous passes in soccer? ⛔️⚽️ We recently presented our latest research paper "Quantifying Off-Ball Defensive Impact through Cover Shadows" at the Hudl Performance Insights 2025 Conference: 📺 youtu.be/kf6far1Zst8?... 📝 static.hudl.com/craft/perfor...
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Jan Van Haaren @janvanhaaren.be · 30/10/2025
We're expanding the Club Brugge Football Data Science team. As our Football Data Scientist, you'll work with one of the most advanced analytics infrastructures in football to help management, scouting, and analysis staff turn data into better decisions. jobs.clubbrugge.be/en/football-data-scientist
jobs.clubbrugge.be
Football Data Scientist at Club Brugge
As a Football Data Scientist, you will be responsible for researching and developing advanced models and metrics for analyzing player and team performances and evaluating potential acquisitions for Cl...
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Pieter Robberechts @probberechts.bsky.social · 23/10/2025
IMPECT released a season of public event data! ⚽ There’s already plenty of event data out there — so why care? Because IMPECT’s data adds some really cool and unique features, such as their Packing Zones. And with the new kloppy v3.18 release, it's really easy to get started with this dataset.
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PySport @pysport.org · 14/10/2025
We’re excited to launch the 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 - a hackathon-style challenge that will bring together the community to collaborate, compete, and innovate using open-source SkillCorner data. 👉 Sign up pysport.org/analytics-cup
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Christina @christina6ys.bsky.social · 22/09/2025
Top stuff once again. Bringing validity to the conversation which is too often overlooked in the football analysis space.
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Pieter Robberechts @probberechts.bsky.social · 22/09/2025
Before an app launches, it undergoes usability testing. Why shouldn't an advanced sports metric? In our latest blog, we propose 4 criteria: 1️⃣ Trustworthy 2️⃣ Novel 3️⃣ Intuitive 4️⃣ Useful Then, we put VAEP to the test... \w @jessejdavis.bsky.social & Maaike Van Roy dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
How Do We Know a Metric Is Good? A Case Study on VAEP
In sports analytics, the primary goal is to develop indicators that quantify the skills, capabilities, and tendencies of athletes and…
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Jesse Davis @jessejdavis.bsky.social · 11/09/2025
We can use xG to compute post-hoc win-draw-loss probabilities. Our new blogpost shows MCMC's estimates of these probabilities are unstable, computing them exactly is faster than approximating them, and MCMC's runtime strongly depends on its implementation. dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
Expected goals and the Monte Carlo Trap
On a team level, xG is often used to assess the quality of the goal scoring opportunities that a team creates and concedes. That is, it…
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Pieter Robberechts @probberechts.bsky.social · 08/09/2025
Looking forward to the #MLSA25 workshop next week at @ecmlpkdd.org! We'll have some exciting research on soccer, ultimate frisbee, basketball and table tennis. ⚽🥏🏀🏓 Want a sneak peek? The papers are already available on the workshop website 👇
dtai.cs.kuleuven.be
MLSA 2025
Workshop on Machine Learning and Data Mining for Sports Analytics at ECML/PKDD 2025
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Christina @christina6ys.bsky.social · 03/09/2025
The Carnegie Mellon Sports Analytics Conference is an annual event dedicated to highlighting the latest sports research from the statistics and data science community. Registration for the 2025 CMSAConference is open. 🔗 www.cmsaconference.com
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John Muller @johnspacemuller.com · 04/09/2025
“What if, when the opposition has 11 players behind the ball, a centre-back decided it was more worthwhile to ‘kick for touch’ rather than attempt to play through midfield?” Oh boy do I have a research presentation for you
youtu.be
Boot it: A pragmatic alternative to build up play, Lorenzo Cascioli | Hudl Statsbomb Conference 2024
YouTube video by Hudl Statsbomb
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Jesse Davis @jessejdavis.bsky.social · 20/08/2025
Excited to announce a new paper together with @sigridolthof.bsky.social entitled "Perspectives on data analytics for gaining a competitive advantage in football: computational approaches to tactics". This is a synthesis article that has 3 key objectives www.tandfonline.com/doi/epdf/10.... 1 / 4
tandfonline.com
Perspectives on data analytics for gaining a competitive advantage in football: computational approaches to tactics
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PySport @pysport.org · 15/08/2025
🔷 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐗 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝐂𝐚𝐥𝐥 𝐟𝐨𝐫 𝐏𝐫𝐨𝐩𝐨𝐬𝐚𝐥𝐬! 🔶 On December 9th @PyData Eindhoven and @pysport.org will organize 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝟐𝟎𝟐𝟓! 𝐌𝐨𝐫𝐞 𝐢𝐧𝐟𝐨: lnkd.in/eBGWKs3V
PyData Eindhoven 2025 collaboration with PySport. December 9th 2025.
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Chloe @chloesainsbury.bsky.social · 15/07/2025
Your fave women’s footie analytics gals (@cata-bush.bsky.social and myself, ofc) are at it again! Below is a VAEP inspired breakdown of the Women’s Euros group stages - read to see which players and teams have shown out or bombed (whoops, Netherlands 👀): open.substack.com/pub/beyondth...
open.substack.com
5 takeaways from the Women's Euro group stages
The Women’s Euros kicked off at the start of July and Catalina Bush and I launched an online app using the Value Actions by Estimating Probabilities (VAEP) framework. The app is being updated after ev...
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Pieter Robberechts @probberechts.bsky.social · 24/06/2025
Our Women's Euro 2025 predictions are out! 🔮 Spain 🇪🇸 is our model's favorite to win the title, with Germany 🇩🇪 close behind. Meanwhile, Belgium 🇧🇪 will most likely be eliminated in the group stage. w\ @jessejdavis.bsky.social dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
Predicting the 2025 Women's European Championship
The UEFA Women’s Euro 2025 will be held in Switzerland in July. Will Spain capture the title after winning the World Cup in 2023? Or will…
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Pieter Robberechts @probberechts.bsky.social · 24/06/2025
Our Women's Euro 2025 predictions are out! 🔮 Spain 🇪🇸 is our model's favorite to win the title, with Germany 🇩🇪 close behind. Meanwhile, Belgium 🇧🇪 will most likely be eliminated in the group stage. w\ @jessejdavis.bsky.social dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
Predicting the 2025 Women's European Championship
The UEFA Women’s Euro 2025 will be held in Switzerland in July. Will Spain capture the title after winning the World Cup in 2023? Or will…
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Kuba Michalczyk @kubamichalczyk.bsky.social · 17/06/2025
We're looking for an ML Engineer to join our team at Sportec Solutions. Lots of exciting projects in the pipeline, including ones with skeletal-tracking data. Apply or pass it on to someone who might be interested! sportec-solutions.jobs.personio.de/job/2151299?...
sportec-solutions.jobs.personio.de
Football Machine Learning Engineer | Jobs at Sportec Solutions AG
At Sportec Solutions, a joint venture between Deltatre and the DFL Group based in Munich, we develop innovative solutions in sports data and technology. Since our founding in 2016, we have been commit...
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PySport @pysport.org · 12/06/2025
🚀 Ingestify 0.7.0 is live Parsing football data with kloppy is fun. The hard bit is fetching raw files and keeping them clean and version-safe. That’s the gap Ingestify fills. github.com/PySport/inge...
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Pieter Robberechts @probberechts.bsky.social · 11/06/2025
I strongly believe biomechanical analysis will be the next big leap in sports analytics—and not just for the pros. I got a glimpse by testing the @runeasi.bsky.social sensor (a @dtai-kuleuven.bsky.social spin-off) and wrote about how it helped during my marathon training → runeasi.ai/my-marathon-...
runeasi.ai
My Marathon Journey with Runeasi by Pieter Robberechts
Discover my marathon journey with Runeasi by Pieter Robberechts, including my race day experience and new personal best of 2:31:59.
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Pieter Robberechts @probberechts.bsky.social · 08/06/2025
Had the pleasure of attending the Linköping Hockey Analytics Conference this week. Thought “icing” was just for cakes, but somehow they still let me on stage 😅 Loved the welcoming community and saw lots of familiar ideas with huge potential across sports. #LINHAC
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Jesse Davis @jessejdavis.bsky.social · 04/06/2025
I’m honored by @leanderalphabet.bsky.social excellent write up of our soccer research! Lots of credit to my wonderful collaborators @janvanhaaren.be @wannesm.bsky.social @probberechts.bsky.social Maaike Lotte Tom @lorenzocascioli.bsky.social @hugoriosneto.bsky.social Max Arne Tim & so many others
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The Guardian @theguardian.com · 03/06/2025
The Belgian lab shaping modern soccer’s data revolution
theguardian.com
The Belgian lab shaping modern soccer’s data revolution
A small corner of one of the world’s oldest universities has moved the sport forward, and made the argument for research institutions writ large
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Pieter Robberechts @probberechts.bsky.social · 30/05/2025
👀 Something's changed at kloppy.pysport.org We’ve completely rewritten and reorganized 𝐤𝐥𝐨𝐩𝐩𝐲's documentation, now with: • 🚀 Quickstart Guide for new users • 📖 API Reference for power users Dive in & let us know what you think! @pysport.org 🤩
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Pieter Robberechts @probberechts.bsky.social · 30/05/2025
The paper submission deadline is approaching! Submit your work to our 𝐖𝐨𝐫𝐤𝐬𝐡𝐨𝐩 𝐨𝐧 𝐌𝐋 & 𝐃𝐚𝐭𝐚 𝐌𝐢𝐧𝐢𝐧𝐠 𝐟𝐨𝐫 𝐒𝐩𝐨𝐫𝐭𝐬 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 at @ecmlpkdd.org by 𝐉𝐮𝐧𝐞 𝟏𝟒!
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Lorenzo Cascioli @lorenzocascioli.bsky.social · 24/04/2025
🚨The third and final blog post in our series on possession value models design decisions🔍: Can the features chosen to represent the game state inadvertently bias player ratings? w/ @probberechts.bsky.social @jessejdavis.bsky.social Lode Van Tente dtai.cs.kuleuven.be/sports/blog/...
dtai.cs.kuleuven.be
An experimental analysis of possession state value models: part 3
Conceptually, possession value approaches such as VAEP, PV, OBV, and g+ are all identical: they estimate the chances of scoring (and…
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Pieter Robberechts @probberechts.bsky.social · 10/04/2025
📣 Excited to share that the Workshop on Machine Learning and Data Mining for Sports Analytics (MLSA) will be held again this September as part of @ecmlpkdd.org! w/ @hugoriosneto.bsky.social, @azimmerdm.bsky.social and Maaike Van Roy dtai.cs.kuleuven.be/events/MLSA25
dtai.cs.kuleuven.be
MLSA 2025
Workshop on Machine Learning and Data Mining for Sports Analytics at ECML/PKDD 2025
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Albrecht Zimmermann @azimmermdm.bsky.social · 31/03/2025
The proceedings of the latest edition of our (@jessejdavis.bsky.social, @janvanhaaren.be, Ulf Brefeld) workshop are finally out: link.springer.com/book/10.1007/978-3-031-86692-0 And the organization for this year's edition's already underway: dtai.cs.kuleuven.be/events/MLSA25/
link.springer.com
Machine Learning and Data Mining for Sports Analytics
The MLSA 2024 proceedings focus on the application of machine learning and data mining techniques to the domain of sports.
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PySport @pysport.org · 10/03/2025
⭐ 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐗 𝐒𝐭𝐚𝐭𝐬𝐏𝐞𝐫𝐟𝐨𝐫𝐦 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 𝐹𝑟𝑒𝑒 𝐶𝑜𝑚𝑚𝑢𝑛𝑖𝑡𝑦 𝑇𝑖𝑐𝑘𝑒𝑡𝑠 are available for our 𝑃𝑦𝑆𝑝𝑜𝑟𝑡 𝑋 Stats Perform event in London on March 17th! 🎙️ We'll have various talks by Jonny Whitmore & @dannydinsdale.bsky.social, Sebastien Coustou, @tk5.futbol, Manuel Bassek (Floodlight) and more!
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Pieter Robberechts @probberechts.bsky.social · 03/03/2025
Love this! 🇧🇪 5K runner John Heymans used machine learning to optimize his race schedule for the best shot at Olympic qualification—writing the algorithm himself with a little help from ChatGPT. 🏃‍♂️💻 www.youtube.com/watch?v=PVDa...
youtube.com
He Used ChatGPT to Qualify for the OLYMPIC Games and This Is How YOU CAN DO IT TOO
YouTube video by John Heymans
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Jesse Davis @jessejdavis.bsky.social · 11/02/2025
We are hiring for PhD positions! I’m looking for people interested in exploring the intersection of learning and reasoning with applications to anomaly detection and sports. @dtai-kuleuven.bsky.social @wannesm.bsky.social www.kuleuven.be/personeel/jo...
kuleuven.be
Several PhD Positions in Artificial Intelligence at Computer Science KU Leuven
All positions are in the Machine Learning subgroup of the Section for Declarative Languages and Artificial Intelligence (DTAI), which is part of the Department of Computer Science at KU Leuven. The DT...
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Pieter Robberechts @probberechts.bsky.social · 26/02/2025
This is a great initiative by @PySport! A common theme in the discussion was how many started their projects to learn. For me, contributing to open-source and collaborating with others has been instrumental in becoming a better programmer. Excited to see what’s next! 🚀
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devinpleuler @centralwinger.com · 13/01/2025
I built 𝘀𝘁𝗿𝗲𝗮𝗺𝗹𝗶𝘁-𝘀𝗼𝗰𝗰𝗲𝗿, a custom React component for Streamlit for working with soccer tracking data. And a blog post on 𝗕𝗶𝗴 𝗗𝗮𝘁𝗮, 𝗧𝗶𝗻𝘆 𝗧𝗲𝗮𝗺𝘀
centralwinger.com
Big Data, Tiny Teams
Introducing streamlit-soccer and some thoughts on team tools
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PySport @pysport.org · 18/12/2024
🎄 𝐤𝐥𝐨𝐩𝐩𝐲==𝟑.𝟏𝟔.𝟎 Happy Holidays to the Sports Analytics Community! This release contains some exciting updates, you can find the highlights in this thread. But first, we're really excited that @probberechts.bsky.social has officially joined as a maintainer! 💙
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