Trae Young’s last-second basket lifts Hawks past 76ers

first_imgGoogle Philippines names new country director Wintry storm delivers US travel woes before Thanksgiving Huerter’s steal from Embiid and jam gave Atlanta a 122-121 lead. Another turnover by Embiid, this time on a pass, set up an Atlanta fast-break opportunity which Young couldn’t convert. Young fouled Butler, who made two free throws.Young’s long 3-pointer gave Atlanta a 125-123 lead, but Butler tied the game with a basket. Then, with 39.9 seconds remaining, Butler sank two free throws to give Philadelphia a 127-125 lead. Prince answered with a tying layup.The Hawks were left with 3.5 seconds after the 76ers’ 24-second violation, with Butler’s miss waved off as coming too late.After snapping Utah’s five-game winning streak by beating the Jazz 117-114 on Thursday night, the Hawks dropped another streaking playoff-bound team.Atlanta led 74-68 at halftime and stretched the lead to 12 points, at 97-85, on Alex Len’s three-point play. The 76ers closed the gap with 10 straight points and pulled even at 100-all on JJ Redick’s 3-pointer to end the third period.ADVERTISEMENT Trump tells impeachment jokes at annual turkey pardon event Don’t miss out on the latest news and information. View comments With Steph Curry out, Luka Doncic and Dirk Nowitzki lift Mavs over Warriors Private companies step in to help SEA Games hosting Butler missed a long attempt as the final buzzer sounded.Taurean Prince had 23 points for Atlanta.FEATURED STORIESSPORTSPrivate companies step in to help SEA Games hostingSPORTSPalace wants Cayetano’s PHISGOC Foundation probed over corruption chargesSPORTSSingapore latest to raise issue on SEA Games food, logisticsJoel Embiid had 27 points and 12 rebounds, and Butler had 25 points for Philadelphia.The 76ers began the night with a solid hold on third place in the Eastern Conference, 3½ games ahead of Indiana and four games ahead of Boston. Philadelphia’s six-game winning streak included a win over Boston on Wednesday night. Atlanta Hawks forward Vince Carter, left, shoots as Philadelphia 76ers forward Tobias Harris, right, defends during the first half of an NBA basketball game Saturday, March 23, 2019, in Atlanta. (AP Photo/John Amis)ATLANTA — Trae Young scored 32 points, including a last-second, go-ahead floater, to give the Atlanta Hawks a 129-127 win over Philadelphia on Saturday night, ending the 76ers’ six-game winning streak.With 3.5 seconds remaining, Young took the inbound pass from Kevin Huerter and dribbled past Jimmy Butler before sinking the short, soft jumper for the lead with 0.1 seconds remaining.ADVERTISEMENT Bloomberg: US would benefit from more, not fewer, immigrants MOST READ Panelo: Duterte ‘angry’ with SEA Games hosting hassles Embiid posted his 16th straight double-double and 54th overall this season. He had 37 points and a career-high 22 rebounds in the win over the Celtics on Wednesday night.TIP-INS76ers: C Boban Marjanovic, left unguarded in the corner, sank his first career 3-pointer in the first quarter. It was only the fourth career 3-point attempt in six seasons for the 7-foot-3 native of Serbia. … The 76ers made 13 of 20 shots (60 percent) from the field in the first quarter. … T.J. McConnell left the game with a bloody nose late in the third period. Coach Brett Brown was upset there was no foul called, even after a video review, on contact which caused the bloody nose. McConnell returned midway through the fourth.Hawks: Young had 11 assists. … Atlanta matched its season high for most points in a first half. The Hawks also scored 74 points in the first half against Miami in a 123-118 win on Nov. 3. The 74 points were the most allowed in a first half by the 76ers this season.UP NEXT76ers: At Orlando on Monday night.Hawks: At New Orleans on Tuesday night. LATEST STORIES Colombia protesters vow new strike after talks hit snag Cayetano: Senate, Drilon to be blamed for SEA Games mess PH underwater hockey team aims to make waves in SEA Games PLAY LIST 02:42PH underwater hockey team aims to make waves in SEA Games01:44Philippines marks anniversary of massacre with calls for justice01:19Fire erupts in Barangay Tatalon in Quezon City01:07Trump talks impeachment while meeting NCAA athletes02:49World-class track facilities installed at NCC for SEA Games02:11Trump awards medals to Jon Voight, Alison Krauss Sports Related Videospowered by AdSparcRead Nextlast_img read more

‘Vote! Love! Support PBA,’ among signs borne by ‘Spider-Man’

first_imgSports Related Videospowered by AdSparcRead Next MOST READ “It’s not my intention to hurt anyone. My message is about spreading love so why would I even go out there and hurt [June Mar]?”Felizarta, who was yet to be identified at that time, told league Commissioner Willie Marcial that he decided to make a statement “because it’s the elections.”He said that he had been doing stunts like this “since 2010” and that he is running a charity.“I think this is the only chance for us to get things right,” Felizarta explained in Filipino.Two more men were captured by venue security who were later identified as Flenn Lola and Rayahn Paredes.ADVERTISEMENT Private companies step in to help SEA Games hosting MANILA, Philippines—The costumed spectator who disrupted Game 5 of the PBA Philippine Cup Finals between San Miguel and Magnolia on Friday night at Araneta Coliseum will be facing multiple charges, the Inquirer learned late Friday night.PSSG Oliver Bocade of Quezon City Police Department’s Station 7 said that 31-year-old Paolo Felizarta is facing charges on the grounds of unjust vexation, and alarm and scandal after entering the playing court which caused a fracas late in the game.ADVERTISEMENT View comments Bocade, who is the case investigator, said that Felizarta, who was donning the costume of “Spider-Man” simply wanted to send across a message, which was “to be wise in this coming election.”Felizarta, who hails from Imus, Cavite, streaked onto the court at the 3:06 mark of the final period, bearing a sign.FEATURED STORIESSPORTSPrivate companies step in to help SEA Games hostingSPORTSPalace wants Cayetano’s PHISGOC Foundation probed over corruption chargesSPORTSSingapore latest to raise issue on SEA Games food, logisticsHe ran into Beermen center Fajardo and collided with Christian Standhardinger before he was eventually caught by members of the Araneta’s security and was dragged into the coliseum tunnel where he was unmasked and asked about his objective.“I just want us to love each other. That’s it,” Felizarta told reporters in Filipino. “I couldn’t clearly see through the mask. I’m sorry. SEA Games hosting troubles anger Duterte Hontiveros presses for security audit of national power grid PH underwater hockey team aims to make waves in SEA Games PLAY LIST 02:42PH underwater hockey team aims to make waves in SEA Games01:44Philippines marks anniversary of massacre with calls for justice01:19Fire erupts in Barangay Tatalon in Quezon City01:07Trump talks impeachment while meeting NCAA athletes02:49World-class track facilities installed at NCC for SEA Games02:11Trump awards medals to Jon Voight, Alison Krauss Don’t miss out on the latest news and information. LATEST STORIES Paredes hit Lola under the assumption that the latter was in cahoots with Felizarta. All three were brought to QCPD’s Station 7 later that night.Fajardo, who was shaken after the collision, told reporters after the game that his jaw continued to hurt. Though he said that he won’t be pressing charges against Felizarta as “no one was seriously harmed.”Recovered from Felizarta were at least 10 neon-green signs. Some of them read “Peace for the Philippines,” “Vote! Love!” and “Support PBA.”Felizarta is expected to be detained until next week as his processing his case could start on Tuesday the earliest due to the weekend and the midterm elections set on Monday. Bocade also noted that it usually takes three days for cases to be raffled to a municipal court.Bocade said Felizarta could post bail. The amount, though, will be determined by a fiscal.“In our experience, minor offenses like this would set someone back by P2,000,” he told the Inquirer.Felizarta was eventually joined by his younger brother and cousin, who both asked not to be named. The pair said they had no prior knowledge of Felizarta’s plans to disrupt the game and stressed that he is different from the “Bicolanong Spiderman” whose charity work is documented in the internet.They said that they are considering on suing San Miguel’s Ronald Tubid, who in the Inquirer’s footage could be seen throwing a punch to the back of Felizarta’s head.The Inquirer tried to ask Felizarta for further comment to which he begged off from. Panelo: Duterte ‘angry’ with SEA Games hosting hassles Cayetano: Senate, Drilon to be blamed for SEA Games mess Ethel Booba twits Mocha over 2 toilets in one cubicle at SEA Games venue Philippine Arena Interchange inaugurated DA eyes importing ‘galunggong’ anew At the buzzer!last_img read more

NZ Union Urges Ports to Stop Emitting Toxic Gas

first_imgzoom The Maritime Union of New Zealand has welcomed the Ports of Auckland’s decision to stop releasing methyl bromide emissions into the air, and called for other ports to follow their example.The move to fully recapture the toxic gas after fumigation, used to kill insects in logs before export, sets a new benchmark for industry best practice, according to the Union.“We will continue the campaign to stop rogue employers exposing people to methyl bromide for another decade if need be,” Joe Fleetwood, MUNZ National Secretary, said.After fumigation is complete the gas can be recaptured and turned into a disposable salt. However, some ports instead release the toxic fumes into the air, endangering workers and nearby communities.“The Government must not allow best practice in some ports to be undermined elsewhere,” Fleetwood said, adding that “if Wellington and Auckland can do the right thing, all ports must.”The Maritime Union continues to call for a total ban on the use of methyl bromide.As part of Ports of Auckland’s ambition to be the most sustainable port in New Zealand, the company earlier said that it will require the total recapture of methyl bromide gas used for container fumigation by September 1, 2017, and for all cargoes by the end of the year.“The intention to move to a full ‘recapture’ system by the end of the year, instead of the current practice of simply venting the gas into the atmosphere, shows leadership and responsibility by Ports management,” Damien O’Connor, Labour’s Spokesperson for Biosecurity, said.“Ports of Auckland’s decision will surely put pressure on the remaining ports around New Zealand which still release methyl bromide,” Damien O’Connor informed.last_img read more

TIFF Stargazing 101 Getting close to celebs at the fest

first_img Twitter Actress Kate Mara takes a photo with Cynthia McLeod on the red carpet for the movie “Film Stars Don’t Die In Liverpool” during the 2017 Toronto International Film Festival on September 12, 2017. Getting a front-row spot at film premieres requires a lot of waiting and patience. THE CANADIAN PRESS/Nathan Denette Advertisement LEAVE A REPLY Cancel replyLog in to leave a comment Login/Register With: Advertisementcenter_img Advertisement “Last year was the year that I upped my game,” said McLeod, who’s been snapping photos of celebrities at TIFF for the last five years since moving downtown.“And it all started because (Borg vs McEnroe’s) Shia LaBeouf, the very first opening night, because he didn’t want to talk to people on the red carpet, the reporters — you guys! — he went and did everybody else,” she said. “And he took a picture with everybody. He took everybody’s phone and he handed it back. He called me, ‘Darlin,’” she added with a laugh.Shia LaBeouf takes a selfie with Cynthia McLeod at the Borg/McEnroe premiere during the opening night of TIFF 2017 at Roy Thomson Hall.McLeod says over the years her best TIFF moments have been with the likes of Matt Damon, Kate Winslet and Benedict Cumberbatch and worst – because they didn’t stop for fans who had waited to see them – couple Annette Bening and Warren Beatty and Toronto’s own Drake.“I don’t know if anybody wants to get excited about Drake,” she joked of the rapper, who will be introducing drama Monsters and Men on opening night. “I stood out there for Drake and he didn’t come over to fans. It can be kind of exhausting ‘cause if you do it hardcore, it can take hours.” Want to know how to cozy up to A Star is Born’s Bradley Cooper or Lady Gaga for a selfie at the 2018 Toronto International Film Festival, starting Thursday and running until Sept.16?Or how about getting an autograph from First Man’s Ryan Gosling, a native of London, Ont., or Beautiful Boy’s Timothee Chalamet of Call Me By Your Name fame?Veteran TIFF star gazer (and also the Toronto Sun’s assistant city editor) Cynthia McLeod says it takes time, patience, and a trusty foot stool, but the celebrity encounter is usually worth it in the long run. Facebooklast_img read more

Turks and Caicos prepares to encounter Hurricane Erika

first_img TCI Governor issues Salt Cay evacuation order Facebook Twitter Google+LinkedInPinterestWhatsAppProvidenciales, 26 Aug 2015 – By weekend, Tropical Storm Erika is forecast to be a category one hurricane and on its current trajectory the TCI is in her cross hairs. Red Cross has already began distributing sand bags and with the help of DEMA, you can fill those bags with sand. Remember to bring along a shovel. The weather is also becoming more windy, and that is likely the remnants of Danny impacting Providenciales; North Caicos told Magnetic Media there was rain off and on yesterday. Disaster Management and Emergencies confirmed late today that hurricane shelters are ready. The Bahamas Department of Meteorology issuing updates including a current severe weather alert for the Northern and Central Bahamas. Again, the remnants of Danny have brought heavy showers to this area of The Bahamas but also in the forecast are waterspouts and severe thunderstorm activity. Southeastern Bahamas and the Turks and Caicos are warned now to prepare, as a Tropical Storm warning could be issued as early as tomorrow for Erika, whose winds extend 80 miles from the center and which is with wind speeds at 45mph right now. TCI participates in CDB sponsored disaster strategy workshop Facebook Twitter Google+LinkedInPinterestWhatsApp Related Items:erika, hurricane, weekends Recommended for you TCI Disaster Office launches Hurricane Prep Monthlast_img read more

Eric Danetz Wants to Help Time Inc Take Over the World

first_img Technology is a great example. These are global brands that are looking to have brand awareness and also lower funnel opportunities within a global footprint. Historically, it was more segmented. We now look at it holistically and are structured in a way that allows us to go to market very quickly. We also have The Foundry and tremendous assets when it comes to native creation. We can walk into clients on a global basis and talk about creating content for them in countries, in languages, and do things that historically may have only been done in-region. Essentially, we have more flexibility. We’ve structured the company to be able to move faster and more aggressively. Folio: What’s the response been like from advertisers? Folio: Is this, essentially, a new addition to Time Inc.’s corporate structure? Danetz: Absolutely, and vice versa. A good example is Wallpaper*, which is a brand in the UK which we recently launched in the U.S. We’re looking at Fortune, for instance, where can we expand that in different countries and different markets where there’s a need for that type of content, and do so in a way where its going to be consumed, frankly, in modern means, whether that’s in digital, or with a focus on mobility, or whether it involves a print product. We’ll be doing that both ways. Danetz: A perfect example is what we just launched in Asia with ASN. Sports Illustrated has partnered with them on a broadcast multimedia basis. Through Asia, we’re looking at where can we leverage these brands, this incredible intellectual property that we have, and bring it into new countries in ways that people want to consume it. Folio: So a major part of this is increasing synergy across departments? Danetz: Yeah, but it’s not a new international market, it’s leveraging the fact that we now have brands we’ve partnered with for a long time—when you think about the scale that we have, we’ve got over 150 million people coming to our digital platforms, 120 million-plus in print and then over 200 million on social—how are we leveraging that on a global basis? Whether you’re talking to the IBM’s of the world or Ford or Procter & Gamble, what we can do in New York, and frankly around the world at this point, is have those conversations and not just talk about what our domestic reach is, but what we can do on a global basis, in terms of not only reaching these people on our platforms but also potentially doing something place-based for them. We acquired inVNT, which allows us to do that as well. Taking a look at our overall capabilities and leveraging that on a global basis is what we’re able to do as an international division within Time Inc. Danetz: Really, it’s just a huge initiative for us. Time Inc., holistically, is looking at international as a growth vehicle, in terms of users, readership, affinity and revenue. We’re making an investment there, and we want the market to be aware that we’re big players and we’re going to continue to grow. Folio: What are you hoping will be the main takeaway in the industry from this restructuring? Folio: When did the restructuring begin? Folio: It sounds like two things are happening, one being the management of all of Time Inc.’s international assets, and also bringing those strong domestic Time Inc. brands to new international markets. Is that accurate? Danetz: Correct. At the end of the day, most of our international operations have been based in the UK, and also in Hong Kong and Singapore, but we have 77 different editions in 170 countries and 19 languages. There really wasn’t a conduit in New York for international business. The reality is, for global brands now, New York is kind of the epicenter for where media is happening and where brands are placing their media. Folio: Are licensing partnerships going to be a part of that? Steve Marcopoto’s January appointment to president of Time Inc. International, a newly created position, made it clear that international growth is key to that evolution. Folio: had the opportunity to sit down with former group publisher of Fortune and Money, Eric Danetz—recently appointed SVP and group publisher of Time Inc. International—for a glimpse inside what his new role entails, and what it all means for Time Inc. moving forward. Danetz: It’s pretty interesting. When we talk about what we can be doing to make it easier for them to buy, we also talk about the capabilities and what Time Inc. looks like now, versus what it looked like five years ago. It’s night and day. There’s typically an epiphany where they say, “Wow, we didn’t know you could do that.” So far, the feedback has been very strong. Obviously, people are still getting used to the new Time Inc., but we’re providing more value than we’ve ever provided before and doing it in a very streamlined way. Danetz: About two weeks. It’s truly a shift. I was the publisher of Fortune and of Money, so I did work with the international teams, and the individuals who are now on my team are people I worked with, being that Fortune is a global brand. This is not a new premise, it’s something we’ve seen over time and we’ve realized that we have the right people, we have the right opportunity. The time to leverage that is now. Eric Danetz Whether through a string of recent digital investments, corporate restructuring, or implementing a more holistically minded corporate culture, Time Inc. appears determined to shed its identity as a legacy print publisher and move, full-steam-ahead, into the 21st century—all while continuing to leverage the authority its brands have spent decades building. Danetz: It’s a combination. We’re going to look at where we believe there are individuals who want to receive our content. We have tremendous social reach, which allows us to look at the types of content on a real time basis that people are consuming. A good example again is Sports Illustrated. That didn’t come up because we just decided we wanted to be in Asia and work with a TV network. We believe there’s a strong affinity there and a real opportunity for us. That’s one example of launching a product based on the fact that we did our studies; we took a look at the market. They asked for more content when it came to sports, and we have the right product to fit there, in the same way we’re looking at China with Fortune and Time and others. Eric Danetz: It is and it isn’t. It’s a matter of how it’s been rebranded. We had a UK division called IPC, producing brands like Horse & Hound and Decanter. We’ve rebranded that as Time Inc. UK, and part of my job since joining the team is really to grow that part of the business. It’s always been a big part of our business, but it was kind of separate in that it lived overseas. International was very focused on international, and the domestic business was very focused on domestic. In the world now, given the current media landscape and everything that we’re doing, it’s all become more global. It made more sense to tie in the various divisions across the board. Time Inc. International is not new, it’s just the way that we know it, or the way that it’s branded, is somewhat new. Danetz: [CEO] Joe Ripp and [CFO] Jeff Bairstow brought Steve Marcopoto in full-time to lead our efforts internationally, focusing on investments and on enhancing our existing infrastructure, looking holistically at our international operation as part of Time Inc. That happened in January. Steve’s put together a team, which I was just brought onto. Folio: What does this mean for the existing sales staff? How has that been reorganized? Folio: Given your background as a publisher, is this primarily a sales-driven initiative, or are you also managing overall operations for those international properties? Danetz: We’ve restructured our domestic sales team into a more verticalized strategy. Right now there are three verticals: there’s tech and telecom, there’s automotive, and there’s the pharma vertical. There are also still publishers at every brand and the brands are what make up the power of what Time Inc. is all about. They’ll continue to be there and have sales teams at the brand level. My job really is to create a conduit between all of these different brands, as well as the leads within the verticals who are focused on those strategies within the vertical. For them, it’s critically important to have global reach. Folio: What are some ways you’re doing that? Folio: So part of this means expanding existing partnerships in the U.S. and bringing them to these new international markets? Folio: How long have you been in the new role? Danetz: It’s holistic. At the end of the day, I work very closely with the editors to make sure that the integrity of these brands remains where it needs to be moving forward. We have to drive revenue, but at the same time it’s the quality of the product that allows us to drive the revenues that sustain the business. This is about the user, the reader, the person who attends our events. We want to make sure we continue to provide the best product, the best information, and satiate them with content when they need it, where they want it, how they want it. In order to do that, it’s no longer just about sales and editorial; we have to all work together. My job is certainly all-encompassing in that regard. Danetz: We’re going to continue to look to expand our license footprint and build technology that makes it easier for our licensees to come on board and easier for us to monetize the inventory that they will eventually have. We’re going to be very focused on digital growth, as well. Historically, a lot of our licensed editions were print editions, and yes, they do have digital components, but we’re going to focus on enhancing that and building tech and platforms that allow us to do that. Also, looking holistically, we have all of this traffic, all of this opportunity under the preface of our brands. How do we target these individuals, how do we leverage the data so that we can truly be a global powerhouse in terms of targeting and reaching people in different markets in ways we haven’t before? Folio: What are some ways you identify those new areas in which you want to expand your footprint?last_img read more

Legacy Recordings To Distribute Princes 1978–2015 Releases

first_img Email Additional albums expected sooner rather than later from Legacy include Prince’s GRAMMY-nominated 3121 from 2006 and The Gold Experience from 1995. From 1996-2001, fans are about to re-receive Emancipation, Rave Un2 The Joy Fantastic and The Rainbow Children.Like modern appreciation of David Bowie, the imagination and reinterpretations surrounding Prince’s body of work are joining burgeoning academic disciplines such as studies of Beyoncé and Solange. This is the year after all that Kendrick Lamar received rap’s first Pulitzer Prize. The bulk of Prince’s massive catalog is set to be re-released under the new deal Philip MerrillGRAMMYs Jun 28, 2018 – 7:10 am On June 27 Sony Music Entertainment’s Legacy Recordings and the Prince Estate announced a comprehensive distribution deal to re-release Prince’s 1978–2015 album, in stages, beginning with the great artist’s 1995–2010 work. The immense range and quality of Prince’s creative output will take years to appreciate and SME Legacy was selected to steward memories that will become renewed listening experiences for millions. NETWORK ERRORCannot Contact ServerRELOAD YOUR SCREEN OR TRY SELECTING A DIFFERENT VIDEO May 15, 2017 – 1:50 am Prince: “Albums still matter” Facebook News Sony had already distributed Prince’s 2004 Musicology and 2007 Planet Earth albums. The “Musicology” title track won Best Traditional R&B Vocal Performance at the 47th GRAMMY Awards while the album’s “Call My Name” won Best Male R&B Vocal Performance. At the 50th GRAMMY Awards, “Future Baby Mama” from Planet Earth won Best Male R&B Vocal Performance. NETWORK ERRORCannot Contact ServerRELOAD YOUR SCREEN OR TRY SELECTING A DIFFERENT VIDEO May 15, 2017 – 1:50 am Prince’s GRAMMY memories https://twitter.com/SonyLegacyRecs/status/1011983627406790656 “We’re looking forward to working with the heirs and Sony on giving fans what they’ve been waiting for,” said Prince Estate adviser Troy Carter, “more great music from Prince.” Rolling Stone summarizes some of the material Legacy will begin distributing over the years ahead.We’re also awaiting the Warner Bros. Records release, Piano & A Microphone: 1983, coming in Sept. The material from Prince’s vault is a whole different flow many hope will form a river of its own, streaming online.With this new distribution deal, Prince’s legacy continues to grow as he is a major part of our music and cultural history, and his creative works will long be shared and re-remembered.Catching Up On Music News Powered By The Recording Academy Just Got Easier. Have A Google Home Device? “Talk To GRAMMYs”Read more Twitter Legacy Recordings To Release Prince’s Back Catalog legacy-recordings-distribute-princes-1978%E2%80%932015-releases Legacy Recordings To Distribute Prince’s 1978–2015 Releases last_img read more

How Facebook data scientists use Bayesian optimization for tuning their online systems

first_imgFacebook data scientists had released a paper, Constrained Bayesian Optimization with Noisy Experiments in 2017 where they describe using Bayesian optimization to design rounds of A/B tests based on prior test results. An A/B test is a randomized experiment, used to determine which variant of A and B is more “effective”. They are used for improving a product. Facebook has a large array of backend systems serving billions of people every day. They have a large number of internal parameters that must be tuned carefully using live, randomized experiments, also known as A/B tests. Individual experiments may take a week or longer, so there is a challenge to optimize a set of parameters with the least number of experiments. Bayesian optimization Bayesian optimization is a technique used to solve optimization problems where the objective function (the online metric of interest) does not have an analytic expression. It can only be evaluated through some time consuming operations like a randomized experiment. Bayesian optimization allows joint tuning of more parameters with fewer experiments compared to a grid search or manual tuning. It also helps in finding better values. The Gaussian process (GP) is a Bayesian model that works well for Bayesian optimization. GP provides good uncertainty estimates of how an online metric varies with the parameters of interest. It is illustrated as follows: Source: Facebook research blog The work in the paper was motivated by several challenges in using Bayesian optimization for tuning online systems. The challenges are noise, constraints, and batch experimentation. In the paper, the authors describe a Bayesian approach for handling observation noise in which they include the posterior uncertainty induced by noise in EI’s expectation. In the paper, they describe a Bayesian approach for handling observation noise. A posterior uncertainty is induced by noise in EI’s expectation. Instead of computing the expectation of I(x) under the posterior of f(x), it is computed under the joint posterior of f(x) and f(x*). This expectation no longer has a closed form like El but can easily draw samples of values at past observations f(x_1), …, f(x_n) from the GP posterior. The conditional distribution f(x) | f(x_1), …, f(x_n) has closed form. The results The approach described in the paper is used to optimize various systems at Facebook. Two such optimizations are described in the paper. The first is to optimize six parameters from one of Facebook’s ranking systems. The second one was to optimize seven numeric compiler flags for the HipHop Virtual Machine (HHVM). The web servers powering Facebook use the HHVM to serve requests. The end goal of this optimization was to reduce CPU usage on the web servers, with a constraint of keeping the peak memory usage less. This following figure shows the CPU usage of each configuration tested. There is a 100 total, it also shows the probability that each point satisfied the memory constraint: Source: Facebook research blog The first 30 iterations were randomly generated configurations depicted as a green line. After this, the Bayesian optimization was used to identify parameter configurations to be evaluated. It was observed that Bayesian optimization was able to find better configurations that are more likely to satisfy the constraints. The findings are that Bayesian optimization is an effective and robust tool for optimizing via noisy experiments. For full details, visit the Facebook research blog. You can also take a look at the research paper. Read next NIPS 2017 Special: A deep dive into Deep Bayesian and Bayesian Deep Learning with Yee Whye Teh Facebook’s Glow, a machine learning compiler, to be supported by Intel, Qualcomm and others “Deep meta reinforcement learning will be the future of AI where we will be so close to achieving artificial general intelligence (AGI)”, Sudharsan Ravichandiranlast_img read more

STARTERS ORDERS Saturday

first_img[dropcap]W[/dropcap]elcome to Starters Orders. Our daily midday update from the trading room at Star Sports with our key market movers for the day across all sports.Saturday 21 FebruaryRACING2.00 KemptonBivouac 9/4 > 15/82.05 FairyhouseMy Murphy 2/1 > 13/82.50 LingfieldTabla 20/1 > 6/12.55 NewcastleAlpha Victor 10/1 > 8/14.35 LingfieldBrother Tiger 100/30 > 9/45.10 NewcastleBrain Power 12/1 > 3/1LIVE FOOTBALL12.15pm Championship4/7 Middlebrough 11/2 Leeds 3/1 DRAW5.30pm Premier League2/7 Man City 9/1 Newcastle 9/2 DRAWWhat’s your view?CALL STAR SPORTS ON 08000 521 321last_img read more