bot

Both of us want to see the animals.我们俩都想看动物。

不行，必须是all the students 冠词不能省略

没区别的

对我们二人而言,音乐,是我们所珍爱的生活的一部分.长期以来,Miclael发现他的音乐和专辑里有一种遥远的幸福之源影响着他

Both of us go to school at 7: 30.

both of us是我们两个都； all of us表示我们所有的，大于等于三个人

both of us

这个可以用作过去进行式或者正在进行式

根本没有both of the us

复数，后一句。

both of us are student either of us is student 两个是不是一样意思当然不同的意思。either of us是说,两者其中的任意一者。both of us 我们两个都。

both of us are teachers 与we are both teachers意思人相同的意思是 我们俩都是老师。

填are注Both做主语时谓语动词用复数即Both of us are watching TV now.

Never look back," “别回顾过往” we said 我们的忠告 How was I to know 我多么想让你知道 I"d miss you so? 我是如此想念你 Loneliness up ahead, 寂寞在前 emptiness behind 空虚在后 Where do I go? 我该去何处 And you didn"t hear 而你不会听见 All my joy through my tears 我所有的喜极而泣 All my hopes through my fears 我所有的畏惧中的希冀 Did you know 你是否知道 Still I miss you somehow 我依然不知何故地想念你 From the bottom of my broken heart 在我受伤的心底里 There"s just a thing 仅有一、两样心底事 or two I"d like you to know 渴望你知道 You were my first love 你是我的初恋 you were my true love 你是我的真爱 From the first kisses to 从初吻到最后的玫瑰 the very last rose From the bottom of my broken heart 在我受伤的心底里 Even though time may 尽管时间让我找到新的人选 find me somebody new You were my real love 但你仍旧我真爱 I never knew love 我从不懂得爱 "Til there was you 直至遇上你 From the bottom of my broken heart 在我受伤的心底里 "Baby," I said，我说 “宝贝， "please stay. 请留下。 Give our love a chance 在未来一天，给我们的爱一个机会” for one more day" We could have worked things out我们能够解决问题 Taking time is 珍惜时间是爱的全部 what love is all about But you put a dart 但你用刺 Through my dreams 穿过我的梦想 through my heart 穿过我的心脏 And I"m back where I 而我重回我的起点 started again Never thought it would end 决不认为此爱会结束 You promised yourself 你对你自己做出的承诺 But to somebody else 也对任何人 And you made it so 但你处理得如此清晰，完美 perfectly clear Still I wish you were here 尽管如此，我愿你能留下

我们两个不都是老师. all与囊过一切的代词,连用时,表部分否定,不管all的位置 not all/everything /everybody/ both

翻译：我比我们俩都矮。I am shorter than both of us.这个句子有问题

both是主语us是宾语，宾格怎么能做主语呢。【俊狼猎英】团队为您解答。

we

作宾语时usboth和bothofus可以替换Helikesbothofus.=Helikesusboth.Whathesaidsurprisedbothofus.=Whathesaidsurprisedusboth.作主语时weboth和bothofus可以替换Webothlikesports.=Bothofuslikesports希望对你有帮助，满意请采纳

Never look back," “别回顾过往” we said 我们的忠告 How was I to know 我多么想让你知道 I"d miss you so? 我是如此想念你 Loneliness up ahead, 寂寞在前 emptiness behind 空虚在后 Where do I go? 我该去何处 And you didn"t hear 而你不会听见 All my joy through my tears 我所有的喜极而泣 All my hopes through my fears 我所有的畏惧中的希冀 Did you know 你是否知道 Still I miss you somehow 我依然不知何故地想念你 From the bottom of my broken heart 在我受伤的心底里 There"s just a thing 仅有一、两样心底事 or two I"d like you to know 渴望你知道 You were my first love 你是我的初恋 you were my true love 你是我的真爱 From the first kisses to 从初吻到最后的玫瑰 the very last rose From the bottom of my broken heart 在我受伤的心底里 Even though time may 尽管时间让我找到新的人选 find me somebody new You were my real love 但你仍旧我真爱 I never knew love 我从不懂得爱 "Til there was you 直至遇上你 From the bottom of my broken heart 在我受伤的心底里 "Baby," I said，我说 “宝贝， "please stay. 请留下。 Give our love a chance 在未来一天，给我们的爱一个机会” for one more day" We could have worked things out我们能够解决问题 Taking time is 珍惜时间是爱的全部 what love is all about But you put a dart 但你用刺 Through my dreams 穿过我的梦想 through my heart 穿过我的心脏 And I"m back where I 而我重回我的起点 started again Never thought it would end 决不认为此爱会结束 You promised yourself 你对你自己做出的承诺 But to somebody else 也对任何人 And you made it so 但你处理得如此清晰，完美 perfectly clear Still I wish you were here 尽管如此，我愿你能留下

1）首先，all是指三个或三个以上，而both是指两个；both of两者都 Both of them are students. 他们俩都是学生。 all of三个或在三个以上都 All of us are going to see the game. 我们都要去看比赛。2）all与all of，both与both ofall的用法比较灵活，可以直接跟复数名词，这时候它自己是限定词，如all pigs，还可以跟被限定的复数名词，比如all the pigs；all of后面则必须是受限定的复数名词，不可以“裸奔”，如all of my booksboth 与both of 也是同样。3）另外，all后面不可跟代词，而all of则可以，比如，可以说all of them，但却没有all them的说法，有both of us 的说法，而没有both us的用法；好了，希望对你有所帮助……

[Taylor Swift - Chorus]I wish I was strong enough to lift not one but both usSomeday I will be strong enough to lift not one but both of us[B.o.B]Ever thought about losing it?When your money is all gone and you lose your whipYou might lose your gripWhen the landlord tell you that you"re due for rentAnd the grass so green on the other sideMake a nigga wanna run straight through the fenceOpen up the fridge about 20 timesBut still can"t find no food in itThat"s foolishnessAnd sometimes I wonderAll we care so much about the way we lookAnd the way we talk, and the way we actAnd the clothes we bought, how much that cost?Does it even really matter?Cuz if life is an uphill battle,We all try to climb on the same old ladderIn the same boat with the same old paddleWhy so shallow, I"m just askingWhat"s the pattern to the madness?Everybody in a #1 draft pickMost of us aint Hollywood actorsBut if it"s all for one, and one for allThen maybe one day we all can ballDo it one time for the underdogsSincerely yours, from one of y"all[Taylor Swift - Chorus]I wish I was strong enough to lift not one but both usSomeday I will be strong enough to lift not one but both of us[B.o.B]I can feel your pain,I can feel your struggleYou just want to liveBut everything so low,That you can drown in the puddleThat"s why I gotta hold us upYeah hold us upFor all the times no one ever spoke for usSo every single time that they play this songYou can say that, "that"s what Bobby Ray wrote for us"When his eyes get too highAnd the sea up underneath get so deepAnd you feel like you"re just another personGetting lost in the crowdWay up high in the nosebleeds (Uh)Because we"ve both been thereYeah both of usBut we still stand tallWith our shoulders upAnd even though we always against the oddsThese are the things that have molded usAnd if life hadn"t chosen usSometimes I wonderWhere I would have wound upCuz if it was up to meI would make a new blueprintThen build it from the ground upHey, but if its all for oneAnd One for allThen maybe one dayWe all could ballDo it one time for the underdogsFrom Bobby Ray to all of y"all[Taylor Swift - Chorus]I wish I was strong enough to lift not one but both usSomeday I will be strong enough to lift not one but both of us

Both of us like apples. 我们两人都喜欢苹果. both of us,我们两个人.在介词of后面的代词是当宾语的,因此要用宾格形式us而不是We. 这句话也可以表达为We both like apples.

we two相当于we both: two和both都是作同位语的。我们俩both us不合适，应该说both of us：也是我们俩的意思We both like the book.=We two like the book.=Both of us like the book.

我们两个都

是这个吗？From The Bottom Of My Heart-- Stevie WonderMe and my heart took aVow from the start and aVow to my heart I never breakSeasons may come and theSeasons may go but knowThrough every time and spaceMy love will always stay forever and alwaysFrom the bottom of my heart, I love youI can say these words to you without delayIf you"re wondering just how long I"ll love youTry forever that"s how long I"ll feel this wayMe and my heart got aPromise from the stars that they"dKeep this love burning endlesslyPeople will come just asPeople will go but knowWhatever life has in storeThrough all eternity you will have my love for alwaysFrom the bottom of my heart, I love youI can say these words to you without delayIf you"re wondering just how long I"ll love youTry forever that"s how long I"ll feel this wayYes, forever is how long my love will stayForever is a long, long timeBut so what如正确望采纳

we both

你好，很高兴为你解答:both of us together我们俩在一起词汇释义both of两者都; 两个; 两个都together在一起; 共同; 以使接触; 到一起; 关系密切; 有婚姻关系; 自信而妥实的

None of us have lunch at school.

楼上说的很详细 ··我就不浪费口水 了

因为both of us是复数所以用do not构成否定形式

对我们两来说,音乐是我们财富的一部分.在一段长期的停滞期里, Michael发现他的唱片和录音带是快乐的持续来源.

是什么谓语得看both of 后面接的名词是可数还是不可数,若是us自然可数,用are;但是our love名词是love,肯定不可数,必须用is! 用什么谓语得看是什么名词,可数还是不可数,没有统一的答案.

不能的，we both 和both of us 是可以的，没有us both 这种说法

是什么谓语得看bothof后面接的名词是可数还是不可数，若是us自然可数，用are;但是ourlove名词是love,肯定不可数，必须用is！！用什么谓语得看是什么名词，可数还是不可数，没有统一的答案。

具体句子具体看。1.BothyouandIarestudents.both...and...“两者都...”，连接名词或代词作主语时，谓语动词用复数形式，不受‘就近原则"的限制。BothLiMingandWeiHuaaregoodatEnglish.2.and连接两个成分作主语时，谓语要用复数形式。Youandsheareondutytoday。3.采用就近原则的情况：当连词或连词短语连接两个成分，而重点强调的是“其中之一”的时候，要采用就近原则or?either...or...,neither...nor...,notonly...butalso...等连接主语时，谓语动词以后面的那个主语为主。Youorheisright.Eitheryourteacheroryourclassmateswerethere.Neitheryounorheisabletofinishtheworkinanhour.both是说两者都怎么样，是指两者的，both的用法有两种，它可以和名词、代词连用，也可以和动词连用，在句中作主语、宾语及同位语，也可作定语both当形容词的时候，有bothoftheboys=bothboys=boththeboys（两个男孩都...）接代词的时候是bothofus=weboth（我们都...）当both做副词的时候，放在Be动词，助动词，情态动词之后，行为动词之前比如说WebothlikeEnglish.Wecanbothsing.另外，both也构成短语both...and...（两者都...）比如BothTomandTinalikeEnglish.（Tom和Tina都喜欢英语）切记这里的“like”必须用复数形式。

可以，你理解的非常好

自己翻的唷``Mad Ne-Yo Oh oh oh, oh oh oh... 哦 哦 哦,哦 哦 哦….Oh oh oh... 哦 哦 哦….She"s starin" at me, 她那样看着我I"m sittin", wonderin" what she"s thinkin".我坐在那里 思考她在想什么Mmmmm 嗯…Nobody"s talkin", 沉默不语"Cause talkin" just turns into screamin". 因为一说话就会引来大声争吵Ohhh... 哦….And now is I"m yellin" over her, 而现在 我冲她歇斯底里She"s yellin" over me. 她同样大声争执All that that means Is neither of us is listening, 此刻咱俩谁也不听谁的 (And what"s even worse). 等等 更坏的是 That we don"t even remember why were fighting. 我们竟然都不知道引起战争的原因 So both of us are mad for... 什么是 我们发火的原因?Nothin" 没有理由(Fighting for). 只是战争 Nothin" 没有借口(Crying for). 就是哭泣 Nothin" 没有为什么(Whoahhh). 哦哦哦…But we won"t let it go for 但我们没有让此好转Nothin" 没有理由(No not for) 没有任何借口 Nothin". 没有为什么This should be nothin" to a love like what we got. 嗯 这应该不会对我们满满的爱影响什么Ohhh, baby... 哦 宝贝….I know sometimes 有时我知道It"s gonna rain... 雨天即将来临 But baby, can we make up now 但 亲爱的 我们能消除隔阂么? "Cause I can"t sleep through the pain 因为没有你在身边 心痛让我彻夜难眠(Cant sleep through the pain). 疼痛面前我无法安睡Girl, I don"t wanna go to bed 女孩 ,我睡不着(Mad at you), 我真的很气愤 And I don"t want you to go to bed 我也不想让你休息(Mad at me). 你的气愤同我No, I don"t wanna go to bed 真的睡不着(Mad at you), 如此恼火 And I don"t want you to go to bed 我也不想让你休息 (Mad at me) 你也如此气愤 Ohhh no no no... 哦 不不不…. And it gets me upset, girl 女孩, 你使我恼火 When you"re constantly accusing. 当你误会我时 (Askin" questions like you"ve already known). 问那些问题 其实答案你都心知肚明 We"re fighting this war, baby 我们便开始了战争 When both of us are losing. 可我们却都是战败者(This ain"t the way that love is supposed to go). 这也不是我们的爱应有的样子 Whoaaaaaaaaa... 啊….[What happened to workin" it out]. 我相信 我们会共同解决问题 We"ve falled into this place 我们倔强到这个地步Where you ain"t backin" down 你却一点也不低头And I ain"t backin" down. 我也只好这么僵持下去So what the hell do we do now... 我们到底在干什么? It"s all for... 究竟是为什么Oh baby this love ain"t gonna be perfect, 哦 亲爱的 没有哪段爱情是完美的(Perfect, perfect, oh oh). 完美 完美 哦哦哦….And just how good it"s gonna be. 而有如此棒的爱情We can"t fuss and we can"t fight 我们就不会为小事烦恼 争吵Long as everything alright between us 如果每件事情在我们入睡之前Before we go to sleep. 都能变得对味Baby, we"re gonna be happy. 宝贝 我们就会幸福

表强调！！

歌曲名:Both Of Us (feat. Taylor Swift)歌手:B.o.B专辑:Strange CloudsB.O.B - Both Of Us feat Taylor SwiftSplendidyangI wish I was strong enough to lift not one but both usSome day I will be strong enough to lift not one but both of usEver thought about losing itWhen your money"s all gone and you lose your whipYou might lose your grip when the landlord tell ya that you do for rentAnd the grass so green on the other sideMake a nigga wanna run staight through the fenceWe"re never freezed by two hundred timesBut still can"t find no food in itThat"s foolishnessAnd sometimes I wonder, why we care so much about the way we lookAnd the way we talk and the way we act and the clothes we boughtHow much that cost?Cause it even really matter?Cause the flight is a uphill battleBut y"all tryna climb with the same ol" ladderIn the same boat, with the same ol" battleWhy so shallow? I"m just askingWhat"s the pattern setting madnessEverybody ain"t a number one draft pickMost of us ain"t Hollywood actorsBut if it"s all for one, and one for allThen maybe one day, we all can rockDo it one time for the underdogsSincerely yours, from one of yoursI wish I was strong enough to lift not one but both usSome day I will be strong enough to lift not one but both of usI can feel your pain, I can feel your struggleYou just wanna live, been levitating so lowThat you could drown in a bubbleThat"s why I gotta hold us up, yeah hold us upFor all the times no one"s ever spoke for usTo every single time that they play this songYou can say that that"s what Bobby Ray wrote for usWhen the tides get too highAnd the sea upon your knees get so deepAnd you feel like you"re just another personGetting lost in the crowd, where your partner, no pleaseUh, because we won"t be near yet, both of usBut we still stand tall with our shoulders upAnd even though we always a chance to usThese are the things that"ve molded usAnd if life hadn"t chosen usSometimes I wonder where woulda wind upCause if it was up to me, i"d make a new blueprintFeel better from the ground up, heyBut if it"s all for one, and one for allThen maybe one day, we all can rockDo it one time for the underdogsFrom Bobby Ray, to all of y"allI wish I was strong enough to lift not one but both usSome day I will be strong enough to lift not one but both of ushttp://music.baidu.com/song/17427846

为你解答。Both of us like apples.我们两人都喜欢苹果。解释：both of us，我们两个人。在介词of后面的代词是当宾语的，因此要用宾格形式us而不是We。这句话也可以表达为We both like apples.

I wish I was strong enough to lift not one but both of usEver thought about losing itWhen your money"s all gone and you lose your whipYou might lose your grip when the landlord tell ya that you do for rentAnd the grass so green on the other sideMake a n-gga wanna run staight through the fenceWe"re never freezed by twenty timesBut still can"t find no food in itThat"s foolishnessAnd sometimes I wonder, why we care so much about the way we look, and the way we talk and the way we act and the clothes we bought, how much that cost?Cause it even really matter?Cause the flight is a uphill battleBut ya all tryna climb with the same old ladderIn the same boat, with the same old battleWhy so shallow? I m just askingWhat"s the pattern setting madnessEverybody ain"t a number one draft pickMost of us ain"t hollywood actorsBut if it"s all for one, and one for allThen maybe one day, we all can rockDo it one time for the underdogsSincerely yours, from one of yoursI wish I was strong enough to lift not one but both of usSome day I will be strong enough to lift not one but both of usI can feel your pain, I can feel your struggleYou just wanna live, been levitating so lowThat you could drown in a bubbleThat"s why I gotta hold us up, yeah hold us upFor all the times no ones ever spoke for usTo every single time that they play this songYou can say that that"s what bobby ray wrote for usWhen the tides get too highAnd the sea upon your knees get so deepAnd you feel like you"re just another personGetting lost in the crowd, where your partner, no pleaseUh, because we won"t be near yet, both of usBut we still stand tall with our shoulders upAnd even though we always a chance to usThese are the things that"ve molded usAnd if life hadn"t chosen usSometimes I wonder where woulda wind upCause if it was up to me, i"d make a new blueprintFeel better from the ground up, heyBut if it"s all for one, and one for allThen maybe one day, we all can rockDo it one time for the underdogsFrom bobby ray, to all of ya allI wish I was strong enough to lift not one but both of usSome day I will be strong enough to lift not one but both of usWhooh...By Madilyn Bailey

我们两个都是我们两个没有一个是

both of us are...neither of us is...all of us are...none of us根据后面的名词来决定，none of the water is... none of the books are/is...write some words on the paper.可以这么用。

both of us went out我们都出去了

both of us是我们两个都； all of us表示我们所有的,大于等于三个人

us 是代词，而 side 是名词。

us

bothofusare...neitherofusis...allofusare...noneofus根据后面的名词来决定，noneofthewateris...noneofthebooksare/is...writesomewordsonthepaper.可以这么用。

both of us我们俩

"bothofus和weboth，先说词性的区别：bothofus，这个both是不定代名词，而介词of后面必须接宾格us.weboth,这里的both，则是一个副词，类似all的用法。再来说用法上面的区别：两个词组都可以当做主语，也就是都可以放在句子的最前面，但是呐，如果要当做宾语，只有bothofus可以用了。例如：Bothofuswilljointheparty.=Webothwilljointheparty.(当主语的情形）Heistalkingtobothofus.这里，只能用bothofus来当做宾语。"

我们两个；我们俩

所给词中缺少动词，无法组成句子。可以添加动词is。所给词中beside是介词，可以后接名词，组成介词短语，表示位置。综合来看，door相对位置固定，而robot可移动。door相对比较大，比较显眼。而robot则反之。因此，宜组成beside the door.剩下的形容词red可以修饰robot，也可以修饰door。分别为the red robot和the red door因此组成的句子可以为：The robot is just beside the red door.或The red robot is just beside the door.

哦！我昨天在徐家汇看到了有的！你看看是不是这个！http://www.converse.com.cn/product/shoes/list.asp?id=1010款号：NS05-V085 货号：15087006 性别：中性 零售价：338 尺码：3-11 上市时间：2005.01.01/02.01 材质：牛皮 颜色：黑 产品说明：经典款式皮质材料，更显质感与档次。

both elegant是既优雅

歌曲名:Never Gone歌手:Chris Botti专辑:Midnight Without YouKyle Jordan - Never Gone(For Cute Fiona,Wish You Love It^_^)Just see the day you tell me everything will be okeyNow I"m sank trying to figure out just why you"re gone awayI just can"t believe when I got the world that you are goneIt"s hard to breathe without you by my side to keep me goingNow I have to close my eyes just so I can see youThe more silence the more time I guess take to feel youI open my heart,lighten the dark cold night but I can"t hear youIf you were here with me,this is what I would tell youOh,I know I never said exactly how I feltBut you should know that you"re truly something elseYou are the angel sent from aboveNow you have returned but I wish you were still here with usOh,I know it"s gonna take some time to let you goBut in my heart in my soul I truly knowYou are in a better place now that you"re goneJust wait for me cuz in my heart you will never be goneI know it"s hard to tell you,you never remember it"s hard to breakWith every step in pain,there"s one less step I take you awayIf you know it"s a pain to make a promise I"ll say break awayI break the day I go with my wings and fly awayFor now I"m holding on to memorize of youAll we"ve been through,if you know it hurts know you see me throughIf you were here today,this is what I would sayI know I never said exactly how I feltBut you should know that you"re truly something elseYou are the angel sent from aboveNow you have returned but I wish you were still here with usOh,I know it"s gonna take some time to let you goBut in my heart in my soul I truly knowYou are in a better place now that you"re goneJust wait for me cuz in my heart you will never be goneThere"s a piece of peaces of my life together,I just let it rainYou are the only thing that"s clear the last I"ll gainSee the sunshine through the clouds on rainly daysLosing you,it show me keep the one"s love both you and meNow each day,like it is my last cherish for the pastComplain about my life,watch the sad photos through the elder glassI won"t be okey,if you watch over meIf you were here today,this is what I would sayOh,I know I never said exactly how I feltBut you should know that you"re truly something elseYou are the angel sent from aboveNow you have returned but I wish you were still here with usOh,I know it"s gonna take some time to let you goBut in my heart in my soul I truly knowYou are in a better place now that you"re goneJust wait for me cuz in my heart you will never be gonehttp://music.baidu.com/song/425527

歌曲名:Drinking From The Bottle歌手:Calvin Harris&Tinie Tempah专辑:18 MonthsDrinking From The BottleCalvin Harris,Tinie TempahI compete for everything it"s on you, so everything it"s on meGot them girls gone Cindy Lauper got ,and a little blondieIf you ain"t drug, then you in the wrong clubNo foo sexy, you on the wrong beachTell the bartender that we don"t want no glassJust bottles and a ,everybody want eachYes so bring the verse clicko, we about to hear the 3 oParty like it"s , in vo, life"s too short, I need a voYo, we live, we die, we give, we try, we kiss, we flyAlso we can have a good timeI"m in it busy looking for the next top modelWho"s wearing something new and something old and something borrowedI know this crazy life can be a bitter pill to swallowSo forget about tomorrow, tonight, we"re drinking from the bottle!We"re drinking from the bottle!Yo, it"s the ,and getting raw, and everything is alrightGot the girls going hide, the crew, the kardashians ,If you ain"t lean, then you in the wrong sceneIf you ain"t high, then you not on my vibeTell the bartender we don"t need to sparklesAnd nothing, keep the bottles coming all nightYes so bring the verse clicko, we about to hear the 3 oParty like it"s , in vo, life"s too short, I need a voYo, we live, we die, we give, we try, we kiss, we flyAlso we can have a good timeI"m in it busy looking for the next top modelWho"s wearing something new and something old and something borrowedI know this crazy life can be a bitter pill to swallowSo forget about tomorrow, tonight, we"re drinking from the bottle!We"re drinking from the bottle!I"m in it busy looking for the next top modelI"m in it busy looking for the next top modelI"m in it busy looking for the next top modelI"m in it busy looking for the next top modelSo forget about tomorrow, tonight, we"re drinking from the bottle!We"re drinking from the bottle!http://music.baidu.com/song/30675667

一个稍微讲究一点的办法是，利用在大规模数据集上预训练好的网络。这样的网络在多数的计算机视觉问题上都能取得不错的特征，利用这样的特征可以让我们获得更高的准确率。我们将使用vgg-16网络，该网络在ImageNet数据集上进行训练，这个模型我们之前提到过了。因为ImageNet数据集包含多种“猫”类和多种“狗”类，这个模型已经能够学习与我们这个数据集相关的特征了。事实上，简单的记录原来网络的输出而不用bottleneck特征就已经足够把我们的问题解决的不错了。不过我们这里讲的方法对其他的类似问题有更好的推广性，包括在ImageNet中没有出现的类别的分类问题。VGG-16的网络结构如下：我们的方法是这样的，我们将利用网络的卷积层部分，把全连接以上的部分抛掉。然后在我们的训练集和测试集上跑一遍，将得到的输出（即“bottleneck feature”，网络在全连接之前的最后一层激活的feature map）记录在两个numpy array里。然后我们基于记录下来的特征训练一个全连接网络。我们将这些特征保存为离线形式，而不是将我们的全连接模型直接加到网络上并冻结之前的层参数进行训练的原因是处于计算效率的考虑。运行VGG网络的代价是非常高昂的，尤其是在CPU上运行，所以我们只想运行一次。这也是我们不进行数据提升的原因。我们不再赘述如何搭建vgg-16网络了，这件事之前已经说过，在keras的example里也可以找到。但让我们看看如何记录bottleneck特征。generator = datagen.flow_from_directory("data/train",target_size=(150, 150),batch_size=32,class_mode=None, # this means our generator will only yield batches of data, no labelsshuffle=False) # our data will be in order, so all first 1000 images will be cats, then 1000 dogs# the predict_generator method returns the output of a model, given# a generator that yields batches of numpy databottleneck_features_train = model.predict_generator(generator, 2000)# save the output as a Numpy arraynp.save(open("bottleneck_features_train.npy", "w"), bottleneck_features_train)generator = datagen.flow_from_directory("data/validation",target_size=(150, 150),batch_size=32,class_mode=None,shuffle=False)bottleneck_features_validation = model.predict_generator(generator, 800)np.save(open("bottleneck_features_validation.npy", "w"), bottleneck_features_validation)记录完毕后我们可以将数据载入，用于训练我们的全连接网络：train_data = np.load(open("bottleneck_features_train.npy"))# the features were saved in order, so recreating the labels is easytrain_labels = np.array([0] * 1000 + [1] * 1000)validation_data = np.load(open("bottleneck_features_validation.npy"))validation_labels = np.array([0] * 400 + [1] * 400)model = Sequential()model.add(Flatten(input_shape=train_data.shape[1:]))model.add(Dense(256, activation="relu"))model.add(Dropout(0.5))model.add(Dense(1, activation="sigmoid"))model.compile(optimizer="rmsprop",loss="binary_crossentropy",metrics=["accuracy"])model.fit(train_data, train_labels,nb_epoch=50, batch_size=32,validation_data=(validation_data, validation_labels))model.save_weights("bottleneck_fc_model.h5")因为特征的size很小，模型在CPU上跑的也会很快，大概1s一个epoch，最后我们的准确率是90%~91%，这么好的结果多半归功于预训练的vgg网络帮助我们提取特征。下面是代码：[python] view plain copyimport os import h5py import numpy as np from keras.preprocessing.image import ImageDataGenerator from keras.models import Sequential from keras.layers import Convolution2D, MaxPooling2D, ZeroPadding2D from keras.layers import Activation, Dropout, Flatten, Dense import sys defaultencoding = "utf-8" if sys.getdefaultencoding() != defaultencoding: reload(sys) sys.setdefaultencoding(defaultencoding) # path to the model weights file. weights_path = "../weights/vgg16_weights.h5" top_model_weights_path = "bottleneck_fc_model.h5" # dimensions of our images. img_width, img_height = 150, 150 train_data_dir = "../data/train" validation_data_dir = "../data/validation" nb_train_samples = 2000 nb_validation_samples = 800 nb_epoch = 50 def save_bottlebeck_features(): datagen = ImageDataGenerator(rescale=1./255) # build the VGG16 network model = Sequential() model.add(ZeroPadding2D((1, 1), input_shape=(3, img_width, img_height))) model.add(Convolution2D(64, 3, 3, activation="relu", name="conv1_1")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(64, 3, 3, activation="relu", name="conv1_2")) model.add(MaxPooling2D((2, 2), strides=(2, 2))) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(128, 3, 3, activation="relu", name="conv2_1")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(128, 3, 3, activation="relu", name="conv2_2")) model.add(MaxPooling2D((2, 2), strides=(2, 2))) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(256, 3, 3, activation="relu", name="conv3_1")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(256, 3, 3, activation="relu", name="conv3_2")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(256, 3, 3, activation="relu", name="conv3_3")) model.add(MaxPooling2D((2, 2), strides=(2, 2))) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv4_1")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv4_2")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv4_3")) model.add(MaxPooling2D((2, 2), strides=(2, 2))) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv5_1")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv5_2")) model.add(ZeroPadding2D((1, 1))) model.add(Convolution2D(512, 3, 3, activation="relu", name="conv5_3")) model.add(MaxPooling2D((2, 2), strides=(2, 2))) # load the weights of the VGG16 networks # (trained on ImageNet, won the ILSVRC competition in 2014) # note: when there is a complete match between your model definition # and your weight savefile, you can simply call model.load_weights(filename) assert os.path.exists(weights_path), "Model weights not found (see "weights_path" variable in script)." f = h5py.File(weights_path) for k in range(f.attrs["nb_layers"]): if k >= len(model.layers): # we don"t look at the last (fully-connected) layers in the savefile break g = f["layer_{}".format(k)] weights = [g["param_{}".format(p)] for p in range(g.attrs["nb_params"])] model.layers[k].set_weights(weights) f.close() print("Model loaded.") generator = datagen.flow_from_directory( train_data_dir, target_size=(img_width, img_height), batch_size=32, class_mode=None, shuffle=False) print("generator ok.") bottleneck_features_train = model.predict_generator(generator, nb_train_samples) print("predict ok.") np.save(open("bottleneck_features_train.npy", "wb"), bottleneck_features_train) generator = datagen.flow_from_directory( validation_data_dir, target_size=(img_width, img_height), batch_size=32, class_mode=None, shuffle=False) bottleneck_features_validation = model.predict_generator(generator, nb_validation_samples) np.save(open("bottleneck_features_validation.npy", "wb"), bottleneck_features_validation) print("save_bottlebeck_features ok") def train_top_model(): train_data = np.load(open("bottleneck_features_train.npy")) train_labels = np.array([0] * (nb_train_samples / 2) + [1] * (nb_train_samples / 2)) validation_data = np.load(open("bottleneck_features_validation.npy")) validation_labels = np.array([0] * (nb_validation_samples / 2) + [1] * (nb_validation_samples / 2)) model = Sequential() model.add(Flatten(input_shape=train_data.shape[1:])) model.add(Dense(256, activation="relu")) model.add(Dropout(0.5)) model.add(Dense(1, activation="sigmoid")) model.compile(optimizer="rmsprop", loss="binary_crossentropy", metrics=["accuracy"]) model.fit(train_data, train_labels, nb_epoch=nb_epoch, batch_size=32, validation_data=(validation_data, validation_labels)) model.save_weights(top_model_weights_path) print("train_top_model ok") save_bottlebeck_features() train_top_model()

1.从含义上区别：each和every都有“每个”的意思，但侧重点不同，each着重个别的情况，every着重全体，有“所有的”意思。eg.Sheknowseachstudentoftheclass.她认识班级中的每个学生。Sheknowseverystudentoftheclass.她认识班级里的所有学生。2.从词性上区别：each可以做形容词，也可以做代词(可与of连用），可以用作主语，宾语，同位语。作主语时，谓语动词用单数形式。eg.Eachofthemdoesn"tsmoke.(主语）Theteacheraskedeachstudent.(宾语）Weeachhaveaholiday.(同位语）every只作形容词，只能与名词连用。eg.Everyboyhasabookonthedesk.区别：eg.误Everyofushasadictionary.正：Eachofushasadictionary.3.用法上的区别：eg.Therearesometreeson_____sideofthestreet.A.bothB.eachC.every从上面这道题来看，both修饰复数名词，后面应接sides,故错；each,every都可以修饰可数名词单数，each可以用于两者或两者以上的人或物；every则用于多者，最少是三者以上的人或物，因此答案为B。4.everyone指人，是代词，单独使用，不可以和of连用。如想和of连用，则应使用everyone.eg.Sinceeveryoneishere,let"sbegin.Everyoneofuswentthere.参考来源----百度知道

1楼bother 不是brother 直接翻译： 没有任何获得,因为太轻微而不需要去烦心. too .to是太..而不... 我认为是强调,任何获得都需要去烦心（可能在中文不太恰当,可以理解为努力争取）,不管获得的是多么轻微. 结合下面那一句,你就会明白什么意思了. No gain is too slight to bother with.It"s the tiny,gradual improvements that add up to world-beating results. 结论： 任何获得都需要你去烦心,不管是多么小的获得,因为,正是这些小小的获得,构成了伟大的获得.,5,No gain is too slight to bother with. 任何一点小进步都要努力争取。 直译为：没有任何获利可以简单到不和兄弟一起（努力）就能得到,2,因为轻视微不足道的进步而不去费心，最终将一无所获,1,

V-BOT卫博士客服电话：400-666-8256以上信息经过百度安全认证，可能存在更新不及时，请以官网信息为准官网客服信息请点击：http://www.v-bot.cn/vbot/contactus.asp

去3DM 或者 游侠找找吧

OOXXOOXXOOXX

看报错是redis连接时候，参数传错了吧

扫地机器人，又称自动打扫机、智能吸尘、机器人吸尘器等，是智能家用电器的一种，能凭借一定的人工智能，自动在房间内完成地板清理工作。一般采用刷扫和真空方式，将地面杂物先吸纳进入自身的垃圾收纳盒，从而完成地面清理的功能。一般来说，将完成清扫、吸尘、擦地工作的机器人，也统一归为扫地机器人。扫地机器人最早在欧美市场进行销售，随着国内生活水平的提高，逐步进入中国。

如此无聊和疯狂的。请采纳！！！

卖不出的罐头

Just chop up a whole (head) of garlic and cook it in chicken stock. He bought two (bottles) of shampoo and a (tube) of toothpaste yesterday. ---Could I have a (pack) of tissues?---Sure,here you are. There are two (jars) of face cream and a (stick) of deodorant on the shelf. My uncle wants to get a new (can) of shaving cream. May I have a (bag) of cough drops?

abottleof的读音是：。abottleof的读音是：。abottleof的例句是Theysankabottleofginbetweenthem.他们俩喝了一瓶杜松子酒。abottleof的意思是一瓶。一、网络释义点此查看abottleof的详细内容 一瓶...acrowdof(people)一群abottleof(orangejuice)一瓶abasketof(eggs)一篮子... 一瓶而...thousandsof成千上万的abottleof一瓶而millionsof成百万的... 一瓶abottleof一瓶...二、例句Theysankabottleofginbetweenthem.他们俩喝了一瓶杜松子酒。Thehosttookoutabottleof12-year-oldmaltwhiskytoentertainus.男主人拿出了一瓶12年的优质麦芽威士忌来招待我们。Hemusthaveputawayhalfabottleofwhiskylastnight.昨晚他大概喝了半瓶威士忌酒。Heupsetabottleofink.他打翻了一瓶墨水。Whydon"twecrackopenabottleofchampagnetocelebrate?我们何不开瓶香槟酒庆祝一下呢？Hegavemeabottleoforangesoda.他递给我一瓶桔子汽水。Theycelebratedhissuccessbyopeningabottleofwine.他们开了一瓶酒来庆祝他的成功。Thetravelertookoutabottleofwaterfromthepackonhisback.那位旅行者从他的背包中拿出了一瓶水。abottleof的相关临近词abit、a、ahouseinmidtown、aclasslessaccent、Abatteredoldhat、alargelibraryof、aspiralstaircase、arudimentarytail、arefractoryhorse、abrieflesslawyer点此查看更多关于abottleof的详细信息

bottle　核心词汇　英 ["bu0252tl] 　 　 美 ["bɑu02d0tl] 　 　n.瓶子vt.抑制；把 ... 装入瓶内

抱头

bottle 英["bu0252tl] 美[u02c8bɑtl] n.瓶子;一瓶（的量）;（婴儿）奶瓶;酒 vt.把…装入瓶中;控制 vi.（街头艺人演出后）收拢钱币 [例句]They stick new labels on each bottle. 给每个瓶子打上新标签.

要看你发哪种了。英式和美式是不一样的。英式“tt”就发[t]的音，并且很清晰；美式“ttle”的发音介于[t]和[l]之间，是卷舌音。“le”和“o”连读成[lef]。建议去听原音，跟着读，知道读的一样为止，这样很锻炼发音。至于锻炼哪种，看你自己喜欢了。

a bottle of juice 嗯可以把不会的单词用词霸发音

鹅宝偷鹅五喔特

1、water bottle，英[u02c8wu0254u02d0tu0259(r) u02c8bu0252tl]美[u02c8wu0254u02d0tu0259r u02c8bɑu02d0tl]，n.水壶; 水瓶。 2、[例句]I left my pack behind and look only my water bottle.我留下我的背包，只带水壶。

bottle怎么读 [ b tl] ["b tl] 包头.头是轻声

这是过去式的表示

个人学生中心。1、打开好分数app，在首页中点击我的页面。2、其次，点击登录，输入学生的帐号和密码。3、然后，点击个人中心设置。4、最后，点击最后一项bot即可。