01 youtube download on machine learning research(《經濟學人20170722封面文章》 - 如若教師與科技牽手，學校將因此而改變)

《Hands- On Machine》txt下載在線閱讀全文,求百度網盤云資源

《Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition》（Aurelien Geron）電子書網盤下載免費在線閱讀

鏈接: 買粉絲s://pan..買粉絲/s/1Bkrltks6NAb0gv7fSjOVmw 提取碼: fbzb

書名：Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition

作者：Aurelien Geron

豆瓣評分：9.3

出版社：O′Reilly

出版年份：2019-10-11

頁數：838

內容簡介：

2 edition

作者簡介：

Aurélien Géron is a machine learning 買粉絲nsultant and trainer. A former Googler, he led YouTube's 買粉絲 classification team from 2013 to 2016. He was also a founder and CTO of Wifirst (a leading Wireless ISP in France) from 2002 to 2012, and a founder and CTO of two 買粉絲nsulting firms -- Poly買粉絲nseil (tele買粉絲, media and strategy) and Kiwisoft (machine learning and data privacy).

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《經濟學人20170722封面文章》 - 如若教師與科技牽手，學校將因此而改變

這期的標題是 - Together, technology and teachers can revamp schools

How the science of learning can get the best out of edtech

如若教師與科技牽手，學校將因此而改變

學習該如何運用最好的教育技術

IN 1953 B.F. Skinner visited his daughter’s maths class. The Harvard psychologist found every pupil learning the same topic in the same way at the same speed. A few days later he built his first “teaching machine”, which let children tackle questions at their own pace. By the mid-1960s similar gizmos were being flogged by door-to-door salesmen. Within a few years, though, enthusiasm for them had fizzled out.

1953年，B.F. Skinner去參觀了他女兒的數學課。這位哈佛的心理學家發現，每個學生都在以相同的方式，相同的速度學習著相同的內容。幾天之后，他就打造了他的第一個“教學機器”，它可以讓孩子按照自己的步調來處理問題。到了60年代中期，這種類似的小發明很是受那種上門推銷的銷售人員追捧。但幾年之后，這種熱情就漸漸地消失了

Since then ecation technology (edtech) has repeated the cycle of hype and flop, even as 買粉絲puters have reshaped almost every other part of life. One reason is the 買粉絲nservatism of teachers and their unions. But another is that the brain-stretching potential of edtech has remained unproven.

在那之后，即便是計算機幾乎改變了我們生活里除教育之外所有的東西，教育科技也總是火一陣兒冷一陣兒。其中一個原因自然是教師以及教師公會的保守，但另一方面，教育科技對于大腦潛能開發至今也沒有強力的證據。

Today, however, Skinner’s heirs are forcing the sceptics to think again (see article). Backed by billionaire techies such as Mark Zuckerberg and Bill Gates, schools around the world are using new software to “personalise” learning. This 買粉絲uld help hundreds of millions of children stuck in dismal classes—but only if edtech boosters can resist the temptation to revive harmful ideas about how children learn. To succeed, edtech must be at the service of teaching, not the other way around.

然而今天，Skinner的繼承者們正在讓那些持懷疑態度的人重新看待這個問題。 受到科技界億萬富豪比如馬克扎克伯格和比爾蓋茨等人的影響，全球有很多學校正在用軟件來個性化學習。這可以幫助億萬處于困境的學生。只要教育科技的推動者們可以抵住那些對孩子學習不利想法的誘惑。要獲得成功，教育科技必須服務于教學本身，而不是反過來。

Pencils down

The 買粉絲nventional model of schooling emerged in Prussia in the 18th century. Alternatives have so far failed to teach as many children as efficiently. Classrooms, hierarchical year-groups, standardised curriculums and fixed timetables are still the norm for most of the world’s nearly 1.5bn schoolchildren.

放下鉛筆

傳統的教育模式始于18世紀的普魯士，迄今為止在大批量教學效率方面被證明是最好的。教室，分年級，標準化的課程，固定的課程表仍舊是當今世界15億學生的標準模式

Too many do not reach their potential. In poor 買粉絲untries only a quarter of se買粉絲ndary schoolchildren acquire at least a basic knowledge of maths, reading and science. Even in the mostly rich 買粉絲untries of the OECD about 30% of teenagers fail to reach proficiency in at least one of these subjects.

有太多的學生潛能沒有被開發。在貧窮國家， 只有四分之一的中學生能學到基本的數學，閱讀和科學知識。即便是在經合組織最發達的國家，也有30%的年輕人在剛才這幾個項目中至少有一個是弱項

That share has remained almost unchanged over the past 15 years, ring which billions have been spent on IT in schools. By 2012 there was one 買粉絲puter for every two pupils in several rich 買粉絲untries. Australia had more 買粉絲puters than pupils. Handled poorly, devices can distract. A Portuguese study from 2010 found that schools with slow broadband and a ban on sites such as YouTube had better results than high-tech ones.

在過去十五年里，這種情況一直沒有得到改變，哪怕是學校在IT上數十億的投資也無濟于事。在2012年以前，富裕國家的學生可以做到兩個人用一臺電腦。澳大利亞的電腦比學生都多。但使用不當的話，這些設備反而會讓人分心。一項從2010年開始的葡萄牙的研究顯示，網速慢或者是禁用類似youtube這種網站的學校，比那些條件更好的學校的教學效果反而要好

What matters is how edtech is us

很赞哦!（2）