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アーセンベンゲル補完計画、始めました

先月末、ベンゲル監督が二年間の契約延長を発表しました。

www.arsenal.com

今シーズンは、就任以来初じゃないかと思うほどの不振が続いて、契約満了を迎える今シーズンで本当に辞めてしまうかもしれないと思いました。 とりあえず、契約更新は喜ばしいです。 契約更新したとはいえ、いつまでも続けられるわけではない。システム重視で、選手個人の創造性が制約される現代サッカーにおいて、 アタッキングサードでの攻撃には最大限の自由を与えるベンゲルスタイルと、選手は買うものではなく育てるものという哲学は ぜひとも後世に残したい。というわけで「補完計画」始めることにしました。

記者会見のQAからchar-rnnでベンゲル語録を学習

まずは、char-rnnを使って、単語レベルでベンゲル語録を学習し、ベンゲル監督らしい表現の生成に挑戦することとしました。

github.com

データセットは、アーセナル公式のニュースページから取得しました。char-rnnのREADMEによると、2MB以上のテキストデータを 推奨していたので、過去3年くらいのニュースを対象に学習データを作りましたが、結果をみると2MBだと、再現しているとは言い難いですね…

rnn_sizeを128で実行した結果。前後の文脈を考慮するにはサイズが小さいかもしれません。選手名やクラブ名は再現出来てたりはします。

pleing or any other game . is not a great situation . I could get on Saturday . That is what more than that a decision for the lead but as indipphit is that we didn’t stop . I haven got past and let. Nach there are not quickly as the 250 per cent it didn’t take this alent win , to perform , there were worked when he will play a talent achievement and I think overall they made a positive player , I hunnled a humatict inflacke in the game . The players are going to be played as well . You never know whether watching you old and he seemed the ball and when I started very well . We would have Ozil all his game . Once I think , we had quite about twick the keeper we should have not easy at the time in mone big aspects of our game , you could have right until the end of the season . I go for Sagna and Ozil beat Welbeck , we do not live that training after five , I just sait that someone . Cotgion was able to keep toam . We played the five years because we are in a player was ‘ win the league in their good squad well and we played with Olivier is always the day , I also lose us at home and overall I played well . We saw that he was his little to find it , I am surprising is something tellveted to see the new bysical is training . Giroud just very good confirmally . It was a responsiby in the club but let’s just not inflam knowred . On the sched is to the bench comfortably . Sometimes I wanted to do that . We have a big respect for us , he played at half-time and showed that they are disappointed and power or to do . I was success away to Emirates in the way it is a great game and who is great , but it’s a desperate things respects at Tottenham , to go out everybody and it was a very strong test for us and when you don’t improve our young players who is back there happy quich. Hents in the Premier League came on and Man City and we are going . He issunds it finished because we got back to his feet played a little bad . now he had chances away from home they do , t

次は、rnn_sizeを256にして実行した結果。多少のフレーズは生成されるようになった気がします。が、ベンゲル監督の言葉というよりは単にニュースっぽい。というのは、学習データセットで、ベンゲル監督の言葉以外の部分を含んでしまったかも?

oints then you have to keep some demans and they are in where . I had some uncertainties about how can we gain them losing that in the decisive those clubs where we may streak about [ the Liverpool team, I don’t see what the [ampers if you don’t want to just explating , you do not take our characters away . Ospina , the ] hardest physically straight away . has a strange game for the nervous guy ! is not the only thing we can doctict at all that in every day threat . We need to keep this resulting . In the second half the way we want to get a little bit with Chelsea and or the efurition to be a part of it, From South Anegation in the end it was important to him something that makes it on the way that every game and at the end we gave the penalty desire to do it . leader in training , he really not managed to go into the future supporters . , I don’t know whatos.. Alexis Sanchez has been [ Danny Welbeck ] , no matter how export about it . is a fantastic exappoint on six of our defensive players and you see some teams you all are on a visit one and I am confident that Stoke harm for you that about it in the squad last year but I don’t think I cannot completely ready many teams because it was good , and wherea…Buchmestants and finally played well , they were sort of guys like Stoke, we are confident that we ’ll be enough to bring . They were one of the better side today , that’s what we want to do . Szczesny , December 13Gerbracyna Believis , Alex Oxlade-Chamberlain 2-1 Republic or PolandWojciech Szczesny played the full 90 minutes and calm helped Craik Premier League attacled at Rocalem . Consick or £24 ( or 18 ) to know ( will period because he ’s the right movement and into the top close this matchesterscinal because when he hasn’t enjoyed it . ..That ’s a really good cost or not . But after that Theo’s passigh , there was now behind many times . We won all player oncesively fans pressuress .

補完計画の今後

もう少し学習データセットを増やして、rnn_sizeも大きくして試してみたい。 ベンゲル監督の哲学をいつまでも残すために…