人人草人人-欧美一区二区三区精品-中文字幕91-日韩精品影视-黄色高清网站-国产这里只有精品-玖玖在线资源-bl无遮挡高h动漫-欧美一区2区-亚洲日本成人-杨幂一区二区国产精品-久久伊人婷婷-日本不卡一-日本成人a-一卡二卡在线视频

Feature: Belgian coder behind popular Go software Leela

Source: Xinhua| 2018-02-04 04:47:34|Editor: yan
Video PlayerClose

by Xinhua writer Wang Zichen

BRUSSELS, Feb. 3 (Xinhua) -- A Belgian programmer behind Leela, a computer Go software that surprised many East Asian players with its strength, turned out to be not a Go enthusiast and last played the game more than a decade ago.

Gian-Carlo Pascutto, a 35-year-old electronics engineer whose day job is to work for Mozilla on the Internet browser Firefox, only played Go actively for half a year as a student in the city of Ghent at the age of 19, he said in an interview with Xinhua on Saturday.

Go, considered one of the four essential arts of the cultured aristocratic Chinese scholars in antiquity, is an abstract strategy board game for two players, invented in ancient China and believed to be the oldest board game continuously played today.

Pascutto, born and living in Ninove, roughly halfway between Brussels and Ghent, was more interested in chess and developed Sjeng, a software that repeatedly won global computer chess championships.

That experience, he said, helped him with developing Leela, which was quite strong compared to other Go software programs at the time.

Leela was first published in 2007, and Pascutto took it into the Computer Olympiad in China next year, where Leela won a silver and a bronze.

INSPIRATION FROM ALPHAGO

To be sure, Go software programs back then were still miles away from winning a game with the professional human players, until the emergence of AlphaGo, which crashed the best human players and rekindled global interest in the game,

Developed by Alphabet Inc.'s Google DeepMind, AlphaGo in 2015 became the first to beat a human professional player and later beat the world champions.

By that time, Pascutto had stopped working on Leela for quite some time.

"Because of AlphaGo there is a lot of publicity of Go," he said, "I read the paper (describing the algorithms used), considered what was applicable to Leela and implemented them."

"Very big improvement" in Leela was clear, Pascutto said, thanks to inspiration from the AlphaGo paper as well as "all the things that have improved in the computers during the years".

EASY USE

The much stronger Leela caught eyes in East Asia, where ordinary players -- those play Go not as a profession but as a pastime -- praise it to be particularly good in early stages of a game.

Besides, Leela's easy access and good performance on inexpensive hardware are widely applauded.

Many other Go software programs are difficult to use on a Windows operating system, or require expensive processing chips to run on, but Leela performs at a reasonably strong level on a personal computer, Zhou Yang, a Chinese player wrote on an online Go forum.

Despite not speaking Chinese, Japanese or Korean, Pascutto said he was aware of the comments of his work over the Internet, sometimes with the help of Google Translate.

"Many people try to send me an email (saying) like I found a position where Leela should go," Pascutto said, "(but) you cannot really improve the program on single position. If you improve one thing, it gets worse somewhere else."

"It's a big difference between explaining to a human player how to do it, and (explaining to) a computer how to do it," Pascutto said, which may also explain why Leela is strong but he himself doesn't really play Go very well.

ONE-MAN'S HOBBY

The latest Leela, featuring deep learning technology, has a "neural network" trained with more than 32 million positions from high-level Go games and taught to predict which moves a professional human player would most likely consider.

It's one-man's work for about two years, Pascutto said, when he spent around one and a half hours each evening.

"I enjoy it," he said, in developing Leela, "I learn new things. I have to learn all the things about how deep learning works."

There are fifteen thousand lines of code behind Leela, Pascutto said, and "if you have fast enough computer, it's about professional level. I'm satisfied with it now".

There are calls to translate Leela into other languages, and Pascutto thought about making a version for mobile phones.

"But this is for me a hobby, I need to find time," the father-of-two said.

For Go players, the good news is that Pascutto is still working on a related program.

AlphaGo's team published an article in the journal Nature in October 2017, introducing AlphaGo Zero, a version without human data and stronger than any previous human-champion-defeating version.

"Right now I'm working on Leela Zero," which has no human-provided knowledge and is modeled after the AlphaGo Zero paper, Pascutto said.

TOP STORIES
EDITOR’S CHOICE
MOST VIEWED
EXPLORE XINHUANET
010020070750000000000000011105521369471221
主站蜘蛛池模板: 成人黄色免费看 | 原创真实夫妻啪啪av | 成人一区在线观看 | 乳孔很大能进去的av番号 | 中文字幕视频观看 | 蜜桃视频在线播放 | 国产一区二区三区四区五区美女 | 日本电影一区二区三区 | 欧美一区免费观看 | 久久久久久久色 | 国产熟妇一区二区三区aⅴ网站 | 粉嫩av.com| 波多野结衣办公室双飞 | 国产又粗又黄又爽又硬 | 美女网站免费观看 | www亚洲 | 欧美成人三级在线观看 | 日韩亚洲精品视频 | 亚洲午夜无码久久久久 | 优优色综合| 国产日韩欧美亚洲 | 男女插插网站 | 熟女熟妇伦久久影院毛片一区二区 | 99久久一区二区 | 伊人69 | 就去色av | www.xxxx国产| 国产精品久久999 | 久久久久亚洲AV成人无在 | 久久青青草原亚洲av无码麻豆 | 鬼灭之刃柱训练篇在线观看 | 超级砰砰砰97免费观看最新一期 | 国产精品久久久久久久久久久久 | 麻豆视频官网 | 中文字幕精品三区 | 日韩短视频 | 成人免费视频一区二区三区 | 午夜在线免费观看视频 | 乱淫的女高中暑假调教h | 少妇裸体视频 | 高h放荡受浪受bl | 久热中文字幕在线 | 天天摸天天干天天操 | 黄色成人免费网站 | 综合激情网站 | 天天干天天谢 | 精品久久久久久国产 | 一区二区三区亚洲视频 | 精品国产人妻一区二区三区 | 一道本在线观看 | 中文字幕在线免费 | 97青青草| 色噜av| 九九热国产| 久久人爽| 美日韩丰满少妇在线观看 | 国产99久久久国产精品免费看 | 亚洲综合一区二区三区 | 91看片在线播放 | 日韩欧美视频免费观看 | 国产乱仑视频 | 国产精品va无码一区二区 | 欧美囗交做爰视频 | 成年人晚上看的视频 | 国产午夜一级片 | 国产一级在线 | 亚洲高清中文字幕 | 嫩草视频 | 国产精品亚洲色图 | 91麻豆免费看 | 国产精品成人在线观看 | 成人一区在线观看 | 免费在线成人网 | 免费av网址大全 | 激情五月综合色婷婷一区二区 | 欧美大黄 | 国产第十页 | 怨女1988国语版在线观看高清 | 亚洲午夜一区 | 日韩精品一区二区三区视频 | 久久超碰在线 | 国产成人aaa | 四虎影院色 | 尤物videos另类xxxx| 亚洲最大福利视频网 | 亚洲av无码国产精品麻豆天美 | 国产一级二级三级在线观看 | 久久9966| 五月天综合 | 亚洲一区二区自偷自拍 | 欧美一区中文字幕 | a黄色大片| 黄色小说在线看 | 欧美一级二级在线观看 | 激情久 | 完全免费在线视频 | 用力抵着尿进去了h | 精品福利在线视频 | 激情小说中文字幕 |