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Rangers - Data-Driven Decision ❌ You can use video & data to train, replicate and maximize opportunities to score. Here is James Tavernier in 2 of the last 3 Home Games: - Takes Same Shot with Low xG - Cerny has a higher xG if passed - Players in... show more

John Walker

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150,109 次观看 • 1 年前 •via X (Twitter)

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Andy McKellar 的头像

Andy McKellar1 年前

Brentford put quite a bit of emphasis on this done they and a result take fewer shots than most teams but have a higher proportion of of higher xG efforts?

John Walker 的头像

John Walker1 年前

Exactly that. It is the old Money Ball baseball stuff right... we do NOT need home runs, we need to get on base. increase xG & increase goals

Granty 的头像

Granty1 年前

Haha John that’s all very well and good but you know that Tavernier would have had 40,000 fans shouting “Shhhoooooot” and if he passed it would have been hounded 😃 you know how that works!

John Walker 的头像

John Walker1 年前

Almost like 30k per week footballers shouldn't be dictated to by folk like you & I on a matchday hahaha

Gavin Wright 的头像

Gavin Wright1 年前

Making the ‘wrong choices’ up front seems to be an affliction recently and not just with Tav. We seem unable to make the final killer pass or clinical finish on so many occasions with so many players. Penalties and free kicks around the box seem to have dried up too.

John Walker 的头像

John Walker1 年前

That's what I mean mate... There very clearly isn't work done at this level.

Jamie 的头像

Jamie1 年前

@ibroxrocks Personally, I was more concerned about the other 748 things we were doing wrong Eg. Diomande spinning round and round and round for, seemingly no reason.

John Walker 的头像

John Walker1 年前

@ibroxrocks Me in DEFENDING DIO shock but i think he is far from an issue and in fact if the team was better organised... he'd be flying but that's my hill to die on

Vern 的头像

Vern1 年前

One of the criticisms I've seen in the past is that we try to walk it in / try to score the perfect goal. The extra pass (or two) can be frustrating if not executed properly

FH6264 的头像

FH62641 年前

That’s why football was unreal in the 90’s, 00’s and 10’s. It’s now being taken over by boring data driven football computer experts telling players how to play. Both examples there Tav was right to shoot, that’s what him the player he was for 3 seasons and we need more of it

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xG & Cerny (SPFL Only) Vaclav Cerny & Rangers seem to take a huge proportion of shots from "Outside the Box" from "Low xG" scenarios. xG is only an average result on that scenario on the pitch e.g. Cerny xG from 25yards will not be the same as Nico Raskin Cerny this season has taken(SPFL Only): - 16 Shots from Outside the Box - Average xG of 0.03 (100 Shots would reward 3 Goals) - Cerny has scored 2 of the 16 All that means at a High-Level, as it stands, when Cerny has a 0.03 Probability from "Outside the Box" he is actually closer to 0.12 making him 4 times more likely to score in that scenario. The issue at Rangers is all players are given the same freedom from outside the box: - Bajrami 9 Shots = 0 Goals - Diomande 7 Shots = 0 Goals - Hagi 6 Shots = 0 Goals - Raskin 7 Shots = 0 Goals - etc Potentially having a model closer to Brentford for the "Extra Pass" for the "Easy Goal" & allowing Cerny to be the exception might work better...

xG & Cerny (SPFL Only) Vaclav Cerny & Rangers seem to take a huge proportion of shots from "Outside the Box" from "Low xG" scenarios. xG is only an average result on that scenario on the pitch e.g. Cerny xG from 25yards will not be the same as Nico Raskin Cerny this season has taken(SPFL Only): - 16 Shots from Outside the Box - Average xG of 0.03 (100 Shots would reward 3 Goals) - Cerny has scored 2 of the 16 All that means at a High-Level, as it stands, when Cerny has a 0.03 Probability from "Outside the Box" he is actually closer to 0.12 making him 4 times more likely to score in that scenario. The issue at Rangers is all players are given the same freedom from outside the box: - Bajrami 9 Shots = 0 Goals - Diomande 7 Shots = 0 Goals - Hagi 6 Shots = 0 Goals - Raskin 7 Shots = 0 Goals - etc Potentially having a model closer to Brentford for the "Extra Pass" for the "Easy Goal" & allowing Cerny to be the exception might work better...

John Walker

27,028 次观看 • 1 年前

Thought this was a very good (and balanced) explanation of xG from David Sumpter "If you're thinking about future performance, xG is a better way of predicting that than the goals you scored. But... "it is not a good idea to get too obsessed with the xG of the match that has just happened. "Once you get up to between 3 and 6 games, you DO want to know the xG. Once you get over half a season, real goals become the important thing. "Goals are reality, xG is a model." Premium Members can watch the full 'Build your own xG model Masterclass' via the link below Twelve Football 🔗

Thought this was a very good (and balanced) explanation of xG from David Sumpter "If you're thinking about future performance, xG is a better way of predicting that than the goals you scored. But... "it is not a good idea to get too obsessed with the xG of the match that has just happened. "Once you get up to between 3 and 6 games, you DO want to know the xG. Once you get over half a season, real goals become the important thing. "Goals are reality, xG is a model." Premium Members can watch the full 'Build your own xG model Masterclass' via the link below Twelve Football 🔗

Training Ground Guru

31,583 次观看 • 6 个月前

Dario Amodei reveals the two convictions that made him leave OpenAI to start Anthropic "The first conviction was the scaling laws" "If you scale up models, give them more data and more compute, you find incredible increases in performance. I was finding that in 2019 with GPT-2" "There were a lot of folks inside and outside who didn't believe it at all. We made the case to leadership, this is going to be a big deal" "The second was, if these models are going to match the capability of the human brain, we better get this right" "Despite a lot of language about doing it in the right way, I was just not convinced there was a real and serious conviction to do it the right way"

Dario Amodei reveals the two convictions that made him leave OpenAI to start Anthropic "The first conviction was the scaling laws" "If you scale up models, give them more data and more compute, you find incredible increases in performance. I was finding that in 2019 with GPT-2" "There were a lot of folks inside and outside who didn't believe it at all. We made the case to leadership, this is going to be a big deal" "The second was, if these models are going to match the capability of the human brain, we better get this right" "Despite a lot of language about doing it in the right way, I was just not convinced there was a real and serious conviction to do it the right way"

Jaynit Makwana

248,140 次观看 • 4 个月前

Mikel Arteta on how he handles transfer speculation with his players: "Very simple. Whatever you read, if you have a question, come and knock on my door and I will tell you whether it is true or not. If we put now the catalogue on all these walls about all the players that we wanted in the last three months, I think we need the whole building to put it on. So I think they know that there's so much speculation with a lot of players. "If ever they feel the doubt of what we think of them and if we're going to recruit a player, I tell them straight away. Normally I do it - so, 'we're going to sign somebody in their position', and normally tell them that these are the plans and these are the reasons why we have the plans. 'We still believe the same in you, but the competition is going to increase.' I prefer to do it that way."

Mikel Arteta on how he handles transfer speculation with his players: "Very simple. Whatever you read, if you have a question, come and knock on my door and I will tell you whether it is true or not. If we put now the catalogue on all these walls about all the players that we wanted in the last three months, I think we need the whole building to put it on. So I think they know that there's so much speculation with a lot of players. "If ever they feel the doubt of what we think of them and if we're going to recruit a player, I tell them straight away. Normally I do it - so, 'we're going to sign somebody in their position', and normally tell them that these are the plans and these are the reasons why we have the plans. 'We still believe the same in you, but the competition is going to increase.' I prefer to do it that way."

Connor Humm

179,646 次观看 • 1 个月前

Liverpool boss Andoni Iraola questions XG: “There is NOT 100% truth in it, I prefer to WATCH the games.” Andoni: “Yeah. For me, the team that controls the game is the one who is having the chances. “You can control it with the ball. You can control it without the ball. “XG is a good reference. It's not perfect.” Jamie: “Do you have a better one for us? We can start using?” 😂 Andoni: “Yeah. I don't like XG sometimes because you go against the keeper, one-v-one, and you decide to go past the keeper. “He touches the ball, you don't really finish, and there is 0.0. “I say, ‘This is a massive chance. We've been against the keeper.’ “But I understand that [it] cannot be perfect. It only takes into consideration the shots. “So there is a part of truth in the XG, but there is not 100% truth. “You know, it's like... I prefer to watch the games.

Liverpool boss Andoni Iraola questions XG: “There is NOT 100% truth in it, I prefer to WATCH the games.” Andoni: “Yeah. For me, the team that controls the game is the one who is having the chances. “You can control it with the ball. You can control it without the ball. “XG is a good reference. It's not perfect.” Jamie: “Do you have a better one for us? We can start using?” 😂 Andoni: “Yeah. I don't like XG sometimes because you go against the keeper, one-v-one, and you decide to go past the keeper. “He touches the ball, you don't really finish, and there is 0.0. “I say, ‘This is a massive chance. We've been against the keeper.’ “But I understand that [it] cannot be perfect. It only takes into consideration the shots. “So there is a part of truth in the XG, but there is not 100% truth. “You know, it's like... I prefer to watch the games.

HK

663,231 次观看 • 1 个月前

Doug Ford on opposition to data centres: "Honestly, I think people have to learn a lot more about data centres ... This is the way of the future. Either we do it or Donald Trump's going to do it."

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Revant Himatsingka “Food Pharmer”

200,617 次观看 • 3 年前

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72,344 次观看 • 7 个月前

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dnap

27,703 次观看 • 3 天前

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Sarkisian asked if he needs to reconsider the non-con games "I think we have to...if we're just staring at a record...if this is the way the committee's going to look at it...we got to do our job to put our players and our team in the best position to (play in the CFP)"

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452,069 次观看 • 10 个月前

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217,808 次观看 • 29 天前

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877,465 次观看 • 2 年前

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336,291 次观看 • 3 年前

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21,443 次观看 • 1 个月前

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