MOST READ IN FOOTBALLTHROUGH ITRobbie Keane reveals Claudine’s father was ’50-50′ in coronavirus battleTOP SELLERGavin Whelan has gone from League of Ireland to David Beckham’s InstagramExclusiveRIYAD RAIDMan City’s Riyad Mahrez has three luxury watches stolen in £500,000 raidPicturedAN EYEFULMeet Playboy model and football agent Anamaria Prodan bidding to buy her own clubI SAW ROORodallega saw Rooney ‘drinking like madman’ & Gerrard ‘on bar dancing shirtless’NEXT STEPJonny Hayes set to move to English Championship having been let go by CelticREF RELEASEDChampions League ref Vincic released by cops after arrest in prostitution raidKEANE DEALEx Man United youth ace David Jones says Roy Keane negotiated a contract for himNICE RONCristiano Ronaldo goes on family bike ride with partner Georgina Rodriguez & kidsREF RAIDChampions League ref Vincic ‘arrested in raid into drugs and prostitution ring’One tweeted: “VAR too scared to overrule the on field refs all weekend.”They might as well not bother, the Chelsea and United games yesterday were a joke and now a rugby tackle on Kane is fine too?”Another added: “VAR has had a shocker today. Two definite penalties not given. Lascelles with a blatant rugby tackle to Kane.”LADBROKES 1-2-FREE Simply predict Liverpool vs Arsenal, City and Spurs scores this weekend and win £100Tottenham, Chelsea, Liverpool or Man City could face Champions League ‘group of death’ in next Thursday’s draw TOTTENHAM star Harry Kane was not awarded a penalty against Newcastle through VAR because the decision was “subjective”.The Professional Game Match Officials Limited (PGMOL) claimed there was not enough evidence to overturn the on-field decision.1 Harry Kane did not see his penalty given by VAR as it was ‘subjective’Credit: GettyKane was brought down in the area by Jamaal Lascelles, with referee Mike Dean refusing to point to the spot in Newcastle’s 1-0 win.The England star, 25, was sent through on goal by Giovani Lo Celso with just 13 minutes to play.Both Kane and Lascelles got into a tangle, with the Toon defender appearing to lose his footing and dragging the Spurs striker down with him.But Dean refused to award the spot-kick, with a PGMOL statement later reading: “It was considered not to be a penalty by the on-field referee.VAR-D TIMES”As this was a subjective decision, the VAR deemed that there was not enough evidence to overturn the original call.”And so [they] stuck with the on-field decision.”Newcastle record-buy Joelinton had given his side the lead in North London after just 27 minutes – with the visitors just about clinging on despite their meagre 20 per cent possession.Despite Tottenham’s abject performance, fans instead directed their anger towards match official Dean and VAR.DRAW DRAMACHELSEA, Liverpool and Man City are more likely to draw Atletico Madrid in the Champions League than any other team.And it’s bad news for Spurs (unless you fancy their chances against Barcelona).Read more about the upcoming draw here.
Google has released version 1.0 of TensorFlow, its open-source framework for scalable machine learning. The big highlights of this release were announced at Google’s TensorFlow Dev Summit in Mountain View, Calif., with a focus on artificial intelligence and artificial neural networks. According to its release notes, version 1.0 includes experimental XLA, which is a domain-specific compiler that optimizes TensorFlow computations, targeting CPUs and GPUs. There’s also a new experimental Java API, improvements to the TensorFlow Debugger, and several Python API calls that have been changed to resemble NumPy more closely.(Related: Google announces TensorFlow Fold)XLA lays the groundwork for more performance improvements in the near future, according to the Google Developer Blog, and soon the team will publish updated implementations of models so developers will know how to take advantage of TensorFlow 1.0. TensorFlow also includes some breaking changes to the API. The TensorFlow/models have been moved to a separate GitHub repository. To upgrade the existing TensorFlow Python code to match these API changes, developers can use this prepared conversion script. “The APIs in TensorFlow 1.0 have changed in ways that are not all backward compatible,” according to the TensorFlow 1.0 transition page. “That is, TensorFlow programs that worked on TensorFlow 0.n won’t necessarily work on TensorFlow 1.0. We have made this API changes to ensure an internally-consistent API, and do not plan to make backward-breaking changes throughout the 1.n life cycle.”According to Google, TensorFlow 1.0 also includes a new tf.keras module that provides full compatibility with Keras, a neural networks library.Other highlights include the new Android demos for object detection and localization, camera-based image stylization, and installation improvements like Python 3 Docker images.