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The document discusses using Instagram for image-based marketing and describes a two-pronged strategy to scrape user data from Instagram by user or tag. It then discusses using linear regression with feature selection to predict the number of likes for an image, achieving a Spearman correlation of 0.90. This would result in a projected 20% increase in average likes for users of the Pikkit tool.
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3. A "shadow indexing" process is used to synchronize embeddings between the indexing and serving layers, addressing versioning challenges by controlling the "in-use" version.
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When it comes to image SEO, I’m sure you’ve heard enough about filenames and ALT tags for an entire lifetime.
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If you aren’t optimizing your images for SEO, you’re quickly falling behind your competitors.
Fortunately, we have the perfect presentation for you!
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一模一样【微信：A575476】【美国加州大学圣地亚哥分校毕业证（ucsd毕业证书）成绩单Offer】【微信：A575476】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信：A575476】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信：A575476】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
→ 【关于价格问题（保证一手价格）
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版加拿大多伦多大学毕业证（uoft毕业证书）如何办理
一模一样【微信：A575476】【加拿大多伦多大学毕业证（uoft毕业证书）成绩单Offer】【微信：A575476】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信：A575476】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信：A575476】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
→ 【关于价格问题（保证一手价格）
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(BC毕业证)波士顿学院毕业证如何办理
BC毕业证学历书【微信95270640】办理波士顿学院毕业证成绩单（Q微信95270640）毕业证学历认证OFFER专卖国外文凭学历学位证书办理澳洲文凭|澳洲毕业证,澳洲学历认证,澳洲成绩单 澳洲offer,教育部学历认证及使馆认证永久可查 ,国外毕业证|国外学历认证,国外学历文凭证书 BC毕业证，BC毕业证，BC毕业证，BC毕业证，BC毕业证，BC毕业证，BC毕业证，专业为留学生办理毕业证、成绩单、使馆留学回国人员证明、教育部学历学位认证、录取通知书、Offer、
专业为留学生办理波士顿学院波士顿学院本科学位证成绩单【100%存档可查】留学全套申请材料办理。本公司承诺所有毕业证成绩单成品全部按照学校原版工艺对照一比一制作和学校一样的羊皮纸张保证您证书的质量！
如果你回国在学历认证方面有以下难题请联系我们我们将竭诚为你解决认证瓶颈
1所有材料真实但资料不全无法提供完全齐整的原件。【如：成绩单丶毕业证丶回国证明等材料中有遗失的。】
2获得真实的国外最终学历学位但国外本科学历就读经历存在问题或缺陷。【如：国外本科是教育部不承认的或者是联合办学项目教育部没有备案的或者外本科没有正常毕业的。】
3学分转移联合办学等情况复杂不知道怎么整理材料的。时间紧迫自己不清楚递交流程的。
如果你是以上情况之一请联系我们我们将在第一时间内给你免费咨询相关信息。我们将帮助你整理认证所需的各种材料.帮你解决国外学历认证难题。
国外波士顿学院波士顿学院本科学位证成绩单办理方法：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询波士顿学院波士顿学院本科学位证成绩单）；
2开始安排制作波士顿学院毕业证成绩单电子图；
3波士顿学院毕业证成绩单电子版做好以后发送给您确认；
4波士顿学院毕业证成绩单电子版您确认信息无误之后安排制作成品；
5波士顿学院成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。疯一把山娃算了算这一次足足花了老爸元够他挣上半个月的山娃很不解一向节俭的父亲啥时变得如此阔绰大方大把大把掏钱时居然连眉头也不皱一下车票早买好了直达卧铺车得经过山娃老家门口山娃拒绝父亲送说往车上一躺就等着下车决无丢失的道理有手机在身联系也方便再说他都岁了还有大半车的小伙伴相伴他不怕在父亲千叮咛万嘱咐中山娃依依不舍地爬上车朝窗外不住地挥手别了父亲别了父亲的城别了我的暑假生活我的城市生活望着窗外挥舞的房
原版制作(UNITO毕业证书)都灵大学毕业证Offer一模一样
学校原件一模一样【微信：741003700 】《(UNITO毕业证书)都灵大学毕业证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
哪里购买美国乔治城大学毕业证硕士学位证书原版一模一样
原版一模一样【微信：741003700 】【美国乔治城大学毕业证硕士学位证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
哪里办理(sjsu毕业证书)美国圣何塞州立大学毕业证硕士文凭证书原版一模一样
原版定制【微信:bwp0011】《(sjsu毕业证书)美国圣何塞州立大学毕业证硕士文凭证书》【微信:bwp0011】成绩单 、雅思、外壳、留信学历认证永久存档查询，采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信bwp0011】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信bwp0011】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
Cherries 32 collection of colorful paintings
The cherry: beauty, softness, its heart-shaped plastic has inspired artists since Antiquity. Cherries and strawberries were considered the fruits of paradise and thus represented the souls of men.
Colour Theory for Painting - Fine Artist.pdf
This document is all about Colour Theory for Fine Artist / Painter.
Full CAD Project Cardiovascuwhore Debut PDF CAD Meena Pittman
Full CAD Project Cardiovascuwhore Debut PDF CAD
Meena Pittman
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka➒➌➎➏➑➐➋➑➐➐ Dpboss Matka Guessing Satta Matka Kalyan panel Chart Indian Matka ...
➒➌➎➏➑➐➋➑➐➐ Dpboss Matka Guessing Satta Matka Kalyan panel Chart Indian Matka ...➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
KALYAN MATKA | MATKA RESULT | KALYAN MATKA TIPS | SATTA MATKA | MATKA.COM | MATKA PANA JODI TODAY | BATTA SATKA | MATKA PATTI JODI NUMBER | MATKA RESULTS | MATKA CHART | MATKA JODI | SATTA COM | FULL RATE GAME | MATKA GAME | MATKA WAPKA | ALL MATKA RESULT LIVE ONLINE | MATKA RESULT | KALYAN MATKA RESULT | DPBOSS MATKA 143 | MAIN MATKA➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
➒➌➎➏➑➐➋➑➐➐KALYAN MATKA | MATKA RESULT | KALYAN MATKA TIPS | SATTA MATKA | MATKA.COM | MATKA PANA JODI TODAY | BATTA SATKA | MATKA PATTI JODI NUMBER | MATKA RESULTS | MATKA CHART | MATKA JODI | SATTA COM | FULL RATE GAME | MATKA GAME | MATKA WAPKA | ALL MATKA RESULT LIVE ONLINE | MATKA RESULT | KALYAN MATKA RESULT | DPBOSS MATKA 143 | MAIN MATKARecently uploaded (20)
Dpboss Matka Guessing Satta Matta Matka Kalyan panel Chart Indian Matka Dpbos...
Dpboss Matka Guessing Satta Matta Matka Kalyan panel Chart Indian Matka Dpbos...
➒➌➎➏➑➐➋➑➐➐ Dpboss Satta Matka Matka Guessing Kalyan Chart Indian Matka Satta ...
➒➌➎➏➑➐➋➑➐➐ Dpboss Satta Matka Matka Guessing Kalyan Chart Indian Matka Satta ...
storyboard: Victor and Verlin discussing about top hat
storyboard: Victor and Verlin discussing about top hat
Full CAD Project Cardiovascuwhore Debut PDF CAD Meena Pittman
Full CAD Project Cardiovascuwhore Debut PDF CAD Meena Pittman
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
➒➌➎➏➑➐➋➑➐➐ Dpboss Matka Guessing Satta Matka Kalyan panel Chart Indian Matka ...
➒➌➎➏➑➐➋➑➐➐ Dpboss Matka Guessing Satta Matka Kalyan panel Chart Indian Matka ...
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
➒➌➎➏➑➐➋➑➐➐ Kalyan Matka Satta Matka Dpboss Matka Guessing Indian Matka
pikkitembed
- 1. pikkit Put your best photo forward Albert Lee Insight Data 2017
- 2. Instagram is THE social media platform for image-based marketing
- 3. Instagram is THE social media platform for image-based marketing $6000 ad revenue per month
- 4. Two-pronged strategy for scraping data Scrape by…. USER or TAG
- 5. … and a lot of feature engineering!
- 6. # tags weekday / hour # followers … and a lot of feature engineering!
- 9. linear regressioncontrast sat. image kernels feature vector likes Linear Regression too simple at first day/hour vector metadata R2 score: 0.01 Spearman: 0.02 feature 1 likes
- 10. linear regressioncontrast sat. image kernels feature vector likes Linear Regression with feature selection day/hour vector metadata
- 11. linear regressioncontrast sat. image kernels feature vector likes Linear Regression with feature selection day/hour vector metadata
- 12. linear regressioncontrast sat. image kernels feature vector likes R2 score: 0.75 Spearman: 0.90 ...predicts with Spearman corr. of 0.90 day/hour vector metadata feature 1 likes
- 13. +20% Projected increase in average number of likes for Pikkit users
- 14. Where the 20% boost comes from Average # likes: 30 Average # likes: 53 pikkit
- 15. Albert Lee ● ● Physics → Astronomy ● Analyzed spectral data from millions of stars in our galaxy →
- 20. Image kernels
- 21. Contrast and “Saturation” contrast = 0.21 colorfulness = 0.21