The 100000student classroom Peter Norvig

everyone is both a learner and a teacher

this is me being inspired by my first

tutor my mom and this is me teaching

introduction to artificial intelligence

to 200 students at Stanford University

now the students and I enjoyed the class

but it occurred to me that while the

subject matter of the class is advanced

in modern the teaching technology isn’t

in fact I use basically the same

technology as this 14th century

classroom note the textbook the sage on

the stage and the sleeping guy in the

back just like today so my co-teacher

sebastian throne and i thought there

must be a better way we challenged

ourselves to create an online class that

would be equal or better in quality to

our stanford class but to bring it to

anyone in the world for free we

announced the class on july twenty ninth

and within two weeks 50,000 people had

signed up for it and that grew to

160,000 students from 209 countries we

were thrilled to have that kind of

audience and just a bit terrified that

we hadn’t finished preparing the class

yet so we got to work we studied what

others had done what we could copy and

what we could change benjamin bloom had

showed that one-on-one tutoring works

best so that’s what we tried to emulate

like with me and my mom even though we

knew it would be one on thousands here

an overhead video camera is recording me

as I’m talking and drawing on a piece of

paper a student said this class felt

like sitting in a bar with a really

smart friend who’s explaining something

you haven’t grasped but are about to and

that’s exactly what we were aiming for

now from Khan Academy we saw that short

10 minute videos work much better than

trying to record an hour-long lecture

and put it on the small formats

we decided to go even shorter and more

interactive our typical video is two

minutes sometimes shorter never more

than six and then we pause for a quiz

question to make it feel like one-on-one

tutoring here I’m explaining how a

computer uses a grammar of English to

parse sentences and here there’s a pause

and the student has to reflect

understand what’s going on and check the

right boxes before they can continue

students learn best when they’re

actively practicing we wanted to engage

them to have them grapple with ambiguity

and guide them to synthesize the key

ideas themselves we mostly avoid

questions like here’s a formula now tell

me the value of y when x is equal to 2

we preferred open-ended questions one

student wrote now I’m seeing Bayes

networks and examples of game theory

everywhere I look and I like that kind

of response that’s just what we were

going for we didn’t want students to

memorize the formulas we wanted to

change the way they look at the world

and we succeeded or i should say the

students succeeded and it’s a little bit

ironic that we set about to disrupt

traditional education and in doing so we

ended up making our online class much

more like a traditional college class

than other online classes most online

classes the videos are always available

you can watch them anytime you want but

if you can do it anytime it means you

can do it tomorrow and if you can do it

tomorrow well you may not ever get

around to it so we brought back the

innovation of having due dates you could

watch the videos anytime you wanted

during the week but at the end of the

week you had to get the homework done

this motivated the students to keep

going and it also meant that everybody

was working on the same thing at the

same time so if you went into a

discussion forum you could get an answer

from appear within minutes now I’ll show

you some of the forum’s most of which

were self organized by the students

themselves from Daphne Koller and Andrew

Inge we learned the concept of flipping

the classroom students watch the videos

on their own and then they come together

to discuss them from Eric Mazur I

learned about peer instruction that

peers can be the best teachers be

because they’re the ones that remember

what it’s like to not understand

Sebastian and I have forgotten something

of course we couldn’t have a classroom

discussion with tens of thousands of

students so we encouraged and nurtured

these online forums and finally from

teach from America I learned that a

class is not primarily about information

more important is motivation and

determination was crucial that the

students see that we’re working hard for

them and they’re all supporting each

other now the class ran ten weeks and in

the end about half of the hundred sixty

thousand students watched at least one

video each week and over 20,000 finished

all the homework putting in fifty to a

hundred hours they got this statement of

accomplishment so what have we learned

well we tried some old ideas and some

new and put them together but there are

more ideas to try Sebastian’s teaching

another class now I’ll do one in the

fall Stanford Coursera Udacity MITx and

others have more classes coming it’s a

really exciting time but to me the most

exciting part of it is the data that

we’re gathering we’re gathering

thousands of interactions per student

per class billions of interactions all

together and now we can start analyzing

that and when we learn from that do

experimentations that’s when the real

revolution will come and you’ll be able

to see the results from a new generation

of amazing students

you

每个人都是学习者和老师

这是我受到第一个

导师我妈妈的启发 这是我

在斯坦福大学向 200 名学生教授人工智能介绍,

现在学生和我都很喜欢

这门课,但我突然想到

课程的主题是

现代先进的教学技术

实际上并不是我使用

与这个14世纪教室基本相同的技术

注意教科书舞台上的圣人

和后面的熟睡的

人就像今天一样所以我的合作

塞巴斯蒂安·普罗西斯老师,我认为

一定有更好的方法我们挑战

自己来创建一个在线课程,它

的质量与

我们的斯坦福课程相同或更好,但为了免费将它带给世界上的

任何人,我们

于 7 月 20 日宣布了该课程 第九

周,也就是两周之内,有 50,000 人

报名参加,

从 209 个国家/地区增加到 160,000 名学生

ed,

我们还没有完成课程准备

所以我们开始工作我们研究了

其他人做了什么我们可以复制和

我们可以改变的地方 BenjaminBloom

表明一对一的辅导效果

最好,所以这就是我们试图做的

像我和我妈妈一样模仿,即使我们

知道这将是数千

人中的一个 非常

聪明的朋友,他正在解释一些

你还没有掌握但即将掌握的东西,

这正是我们

现在在可汗学院的目标,我们看到

10 分钟的短视频比

尝试录制长达一小时的讲座

并放上去要好得多

我们决定更短和更具

互动性的小格式我们的典型视频是两

分钟,有时短不

超过六分钟,然后我们暂停一个测验

问题,让它感觉像一对一的

辅导在这里我正在解释如何

com puter 使用英语语法来

解析句子,这里有一个停顿

,学生必须反思

理解正在发生的事情并选中

正确的框,然后才能继续

学生在积极练习时学习得最好

我们

想让他们参与进来 处理歧义

并引导他们自己综合关键

思想 我们通常避免

这样的问题,例如这里有一个公式 现在告诉

我当 x 等于 2 时 y 的值

我们更喜欢一个

学生现在写的开放式问题 我正在看到贝叶斯

网络和 博弈论的例子

随处可见,我喜欢

这种反应,这正是我们

想要的,我们不希望学生

记住公式,我们想

改变他们看待世界的方式

,我们成功了,或者我应该说

学生们成功了,有点

讽刺的是,我们开始破坏

传统教育,这样做我们

最终使我们的在线课程

更像传统的大学课程

与其他在线课程相比,大多数在线

课程始终提供视频,

您可以随时观看,但

如果您可以随时观看,则意味着您

明天就可以完成,如果明天可以做得

很好,您可能永远

都无法使用它,所以 我们带回

了截止日期的创新,你可以

在一周内随时观看视频,但在

周末你必须完成作业,

这激励了学生继续

前进,这也意味着每个人都

在努力 同样的事情在

同一时间,所以如果你进入一个

讨论论坛,你可以

在几分钟内得到答案现在我将向你展示

一些论坛的大部分内容,其中大部分是

由 Daphne Koller 和 Andrew

Inge 的学生自己组织的 我们学到了翻转课堂的概念

学生

们自己观看视频,然后他们聚

在一起从 Eric Mazur 那里讨论它们 我

了解到同伴指导,

同伴可以是最好的 老师是

因为他们记得

不理解

塞巴斯蒂安的感觉,我当然忘记了一些

事情,我们无法

与成千上万的学生进行课堂讨论,

所以我们鼓励和培育

这些在线论坛,最后从

教 从美国我了解到,一

堂课主要不是关于信息,

更重要的是动机和

决心是至关重要的,

学生们看到我们正在为

他们努力,他们都在互相支持,

现在这节课开了十周

,最后 大约 16

万名学生中的一半每周至少观看一个

视频,超过

20,000 名学生在 50 到

100 个小时内完成了所有作业,他们得到了这个成就声明,

所以我们学到了什么,

我们尝试了一些旧的想法和一些

新的和 把它们放在一起,但是现在有

更多的想法可以尝试塞巴斯蒂安的

另一门课我会在秋天做一个

斯坦福 Coursera Udacity MITx 和

其他人有更多的课程即将到来,这是一个

非常激动人心的时刻,但对我来说,最

令人兴奋的部分是我们正在收集的数据

我们正在

为每个学生每班收集数千次互动 数

十亿次

互动 现在我们可以开始

分析 当我们从中学习做

实验时,真正的

革命就会到来,你将

能够看到新一代优秀学生的成果