Tiago Monteiro

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Tiago Monteiro

Tiago Monteiro

@TiagoMon1107

⚽️ Data Scientist @FCPorto 🎓 MSc. Data Analytics @FEP

Porto, Portugal Katılım Mayıs 2018
156 Takip Edilen55 Takipçiler
Tiago Monteiro retweetledi
Tiago Monteiro retweetledi
SkillCorner
SkillCorner@SkillCorner·
👉 𝗪𝗮𝗻𝘁 𝘁𝗼 𝗴𝗼 𝗯𝗲𝘆𝗼𝗻𝗱 𝘀𝗶𝗻𝗴𝗹𝗲 𝗺𝗲𝘁𝗿𝗶𝗰𝘀 𝗮𝗻𝗱 𝗰𝗿𝗲𝗮𝘁𝗲 𝗰𝗼𝗺𝗽𝗼𝘀𝗶𝘁𝗲 𝗽𝗹𝗮𝘆𝗲𝗿 𝗽𝗿𝗼𝗳𝗶𝗹𝗲𝘀? In our second installment of the SkillCorner Open Data Series, we dive into the world of composite player profiling. After exploring how to visualize physical data in our first article, it's time to answer broader scouting questions like, “𝘞𝘩𝘰 𝘢𝘳𝘦 𝘵𝘩𝘦 𝘮𝘰𝘴𝘵 𝘦𝘹𝘱𝘭𝘰𝘴𝘪𝘷𝘦 𝘱𝘭𝘢𝘺𝘦𝘳𝘴 𝘰𝘷𝘦𝘳𝘢𝘭𝘭?” or “𝘞𝘩𝘪𝘤𝘩 𝘱𝘭𝘢𝘺𝘦𝘳𝘴 𝘤𝘰𝘮𝘣𝘪𝘯𝘦 𝘸𝘰𝘳𝘬 𝘳𝘢𝘵𝘦 𝘢𝘯𝘥 𝘪𝘯𝘵𝘦𝘯𝘴𝘪𝘵𝘺 𝘦𝘧𝘧𝘦𝘤𝘵𝘪𝘷𝘦𝘭𝘺?” To do this, we introduce z-scores, a statistical tool that helps standardize different metrics and combine them into one comparable score. 🔍 Get started here: skillcorner.com/articles/skill…
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Training Ground Guru
Training Ground Guru@ground_guru·
“The job has changed. It’s no longer about coding games and generating data reports — that’s increasingly automated. “The value now is in interpretation and communication. If you can’t translate insight into something a coach can use in 30 seconds, it doesn’t matter how good the analysis is.” Craig Nosworthy, First Team Football Analysis Lead @ManCity trainingground.guru/louis-langdown…
Training Ground Guru@ground_guru

Louis Langdown looks at the past, present and future of performance analysis in a new regular column for TGG. "Analysts are now embedded in recruitment, squad planning and long-term strategy. Their ability to interpret data and identify patterns positions them at the heart of modern football operations. They are no longer describing the game. They are shaping it." @loulangdown

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Training Ground Guru
Training Ground Guru@ground_guru·
US Soccer Sporting Director Matt Crocker remembers Neil Bath's one third rule when it came to staff recruitment @ChelseaFC 1⃣/3⃣ ex-Chelsea or promoted from within the system. 1⃣/3⃣ from other elite football clubs. 1⃣/3⃣ from other sports or businesses @chelseayouth For full podcast, click the link 🔗trainingground.guru/podcast/matt-c…
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Andrej Karpathy
Andrej Karpathy@karpathy·
Software horror: litellm PyPI supply chain attack. Simple `pip install litellm` was enough to exfiltrate SSH keys, AWS/GCP/Azure creds, Kubernetes configs, git credentials, env vars (all your API keys), shell history, crypto wallets, SSL private keys, CI/CD secrets, database passwords. LiteLLM itself has 97 million downloads per month which is already terrible, but much worse, the contagion spreads to any project that depends on litellm. For example, if you did `pip install dspy` (which depended on litellm>=1.64.0), you'd also be pwnd. Same for any other large project that depended on litellm. Afaict the poisoned version was up for only less than ~1 hour. The attack had a bug which led to its discovery - Callum McMahon was using an MCP plugin inside Cursor that pulled in litellm as a transitive dependency. When litellm 1.82.8 installed, their machine ran out of RAM and crashed. So if the attacker didn't vibe code this attack it could have been undetected for many days or weeks. Supply chain attacks like this are basically the scariest thing imaginable in modern software. Every time you install any depedency you could be pulling in a poisoned package anywhere deep inside its entire depedency tree. This is especially risky with large projects that might have lots and lots of dependencies. The credentials that do get stolen in each attack can then be used to take over more accounts and compromise more packages. Classical software engineering would have you believe that dependencies are good (we're building pyramids from bricks), but imo this has to be re-evaluated, and it's why I've been so growingly averse to them, preferring to use LLMs to "yoink" functionality when it's simple enough and possible.
Daniel Hnyk@hnykda

LiteLLM HAS BEEN COMPROMISED, DO NOT UPDATE. We just discovered that LiteLLM pypi release 1.82.8. It has been compromised, it contains litellm_init.pth with base64 encoded instructions to send all the credentials it can find to remote server + self-replicate. link below

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SkillCorner
SkillCorner@SkillCorner·
Want to get started in football analytics? Our SkillCorner Open Data series gives you hands-on experience with the same data driving decisions at professional teams. In the first entry, we show you how to manipulate & visualise aggregated physical data 👇 skillcorner.com/articles/skill…
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Tiago Monteiro
Tiago Monteiro@TiagoMon1107·
Match Report | Champions League 10.03.2026 Atlético Madrid 5–2 Tottenham What Tudor did to Kinsky is unacceptable. He has lost all confidence in the dressing room. What happened today was absolutely lamentable... #ATLTOT #UCL #Atleti #Spurs #ChampionsLeague
Tiago Monteiro tweet media
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Ben Griffis
Ben Griffis@BeGriffis·
It's a blessing and a curse that these apps have such a big user base, because I never thought they would even still be around in 2026, and I have some gaps in my coding knowledge, so I'm sure there's inefficiencies that lead to them crashing in times of higher traffic 😅
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Ben Griffis
Ben Griffis@BeGriffis·
Please understand that if either of my streamlit apps are ever down, I 1) appreciate you reaching out to let me know because sometimes I miss that, and 2) ask that you understand I put these out for free and am just 1 person also having a full time job so sometimes it takes time
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