Advanced Social Analytics - #iMEDIA2016

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The document discusses advanced social media analytics. It emphasizes setting goals that are measurable and can be broken down into key performance indicators, tactics, metrics and reports. Different types of engagement metrics are discussed, noting that not all engagement is equal and some metrics like amplification and conversation rates are more useful. Reporting tools are presented and it is noted that analytics should provide insights rather than just data. Dark social and the limitations of tracking are also covered.

Data & Analytics

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
ADVANCED SOCIAL
ANALYTICS
DANA DITOMASO

#iMEDIA2016 @danaditomaso
What’s the point of
analytics?

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Are you spending time &
money on the right things?

#iMEDIA2016 @danaditomaso
What are the right things?

#iMEDIA2016 @danaditomaso
Go back to your goals.

#iMEDIA2016 @danaditomaso
Do you have goals or
aspirations?

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Are they realistic?
Can they be measured?

#iMEDIA2016 @danaditomaso
Increase total sales to
$17 million by Q4

#iMEDIA2016 @danaditomaso
Communicate the social and
economic value of
(organization).

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Every goal can be broken
down four ways.

#iMEDIA2016 @danaditomaso
KPI
What will we measure?

#iMEDIA2016 @danaditomaso
Tactics
How will we get there?

#iMEDIA2016 @danaditomaso
Metrics
What data do we need?

#iMEDIA2016 @danaditomaso
Report
How can we show results?

#iMEDIA2016 @danaditomaso
(real client example)

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Strong vs Fluffy Metrics

#iMEDIA2016 @danaditomaso
Share of Voice
Amount of overall
conversation that’s about
you vs your competitors.

#iMEDIA2016 @danaditomaso
Engagement
Overall engagement on your
posts.

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Why Engagement
(Can Be) a Trap

#iMEDIA2016 @danaditomaso
Not all engagement is
created equal.

#iMEDIA2016 @danaditomaso
Can lead to chasing
engagement for the sake of
engagement.

#iMEDIA2016 @danaditomaso
Who is this for?

#iMEDIA2016 @danaditomaso
But our engagement
went down!

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
This is the danger of
boosted posts.

#iMEDIA2016 @danaditomaso
Why do you want to attract
the people who click like on
anything?

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Instead, break down that
engagement.

#iMEDIA2016 @danaditomaso
Amplification Rate
Number of shares per post.

#iMEDIA2016 @danaditomaso
Conversation Rate
Number of comments
per post.

#iMEDIA2016 @danaditomaso
Applause Rate
Number of likes per post.

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
What is most important for
you right now?

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Reporting Tools

#iMEDIA2016 @danaditomaso
https://www.rivaliq.com/

#iMEDIA2016 @danaditomaso
https://buzzsumo.com/

#iMEDIA2016 @danaditomaso
https://sproutsocial.com/

#iMEDIA2016 @danaditomaso
https://buffer.com/

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Your job is insight, not data.

#iMEDIA2016 @danaditomaso
What can you automate?

#iMEDIA2016 @danaditomaso
Do you need a dashboard?

#iMEDIA2016 @danaditomaso
https://www.annielytics.com/annielytics-dashboard-course/

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Don’t forget
Google Analytics.

#iMEDIA2016 @danaditomaso
Google Analytics is a big liar.

#iMEDIA2016 @danaditomaso
“Reporting on last-click
attribution in 2014 is like buying
a football team and only paying
the players who score.”
-@anniecushing

Conversions > Attribution > Model Comparison Tool

Conversions > Multi-Channel Funnels > Assisted Conversions

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Give credit where
credit is due.

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
But then there’s Dark Social.

#iMEDIA2016 @danaditomaso
You can’t actually track
everything.

#iMEDIA2016 @danaditomaso
Text Messages
gchat
Slack
Private Browsing
Gmail
Apps

#iMEDIA2016 @danaditomaso
http://www.theatlantic.com/technology/archive/2012/10/dark-
social-we-have-the-whole-history-of-the-web-wrong/263523/

#iMEDIA2016 @danaditomaso
Get this report: http://kickpoint.ca/dark-social-ga/

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
Summing Up

#iMEDIA2016 @danaditomaso
Report on what’s important.

#iMEDIA2016 @danaditomaso
Report on what’s
uncomfortable.

#iMEDIA2016 @danaditomaso
Try to get the real story.

#iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso
DANA DITOMASO
THANK YOU!

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一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理

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毕业原版【微信:41543339】【(爱大毕业证书)爱丁堡大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）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。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【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41543339】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41543339】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留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【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：客户在留信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！

办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样

apvysm8

原版一模一样【微信：741003700 】【(uts毕业证书)悉尼科技大学毕业证学历证书】【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

一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理

slg6lamcq

原版定制【微信:41543339】【(Adelaide毕业证书)阿德莱德大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）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。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【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41543339】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41543339】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留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【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：客户在留信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(UofS毕业证书)萨省大学毕业证如何办理

v3tuleee

原版定制【微信:41543339】【(UofS毕业证书)萨省大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）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。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【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41543339】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41543339】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留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【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：客户在留信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！

Global Situational Awareness of A.I. and where its headed

vikram sood

You can see the future first in San Francisco. Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum. The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war. Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change. Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride. Let me tell you what we see.

Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf

Enterprise Wired

一比一原版(UniSA毕业证书)南澳大学毕业证如何办理

slg6lamcq

原版定制【微信:41543339】【(UniSA毕业证书)南澳大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）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。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【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41543339】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41543339】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留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【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：客户在留信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(BCU毕业证书)伯明翰城市大学毕业证如何办理

dwreak4tg

原版定制【微信:41543339】【(BCU毕业证书)伯明翰城市大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）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。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【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41543339】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41543339】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留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【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：客户在留信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！

06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...

Timothy Spann

06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI Discussion on Vector Databases, Unstructured Data and AI https://www.meetup.com/unstructured-data-meetup-new-york/ This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.

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AnirbanRoy608946

Adjusting OpenMP PageRank : SHORT REPORT / NOTES

Subhajit Sahu

For massive graphs that fit in RAM, but not in GPU memory, it is possible to take advantage of a shared memory system with multiple CPUs, each with multiple cores, to accelerate pagerank computation. If the NUMA architecture of the system is properly taken into account with good vertex partitioning, the speedup can be significant. To take steps in this direction, experiments are conducted to implement pagerank in OpenMP using two different approaches, uniform and hybrid. The uniform approach runs all primitives required for pagerank in OpenMP mode (with multiple threads). On the other hand, the hybrid approach runs certain primitives in sequential mode (i.e., sumAt, multiply).

Analysis insight about a Flyball dog competition team's performance

roli9797

The Building Blocks of QuestDB, a Time Series Database

javier ramirez

Talk Delivered at Valencia Codes Meetup 2024-06. Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds. It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.

Nanandann Nilekani's ppt On India's .pdf

eddie19851

Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...

Subhajit Sahu

Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.

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Advanced Social Analytics - #iMEDIA2016

1. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso ADVANCED SOCIAL ANALYTICS DANA DITOMASO

2. #iMEDIA2016 @danaditomaso What’s the point of analytics?

3. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Are you spending time & money on the right things?

4. #iMEDIA2016 @danaditomaso What are the right things?

5. #iMEDIA2016 @danaditomaso Go back to your goals.

6. #iMEDIA2016 @danaditomaso Do you have goals or aspirations?

7. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Are they realistic? Can they be measured?

8. #iMEDIA2016 @danaditomaso Increase total sales to $17 million by Q4

9. #iMEDIA2016 @danaditomaso Communicate the social and economic value of (organization).

10. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Every goal can be broken down four ways.

11. #iMEDIA2016 @danaditomaso KPI What will we measure?

12. #iMEDIA2016 @danaditomaso Tactics How will we get there?

13. #iMEDIA2016 @danaditomaso Metrics What data do we need?

14. #iMEDIA2016 @danaditomaso Report How can we show results?

15. #iMEDIA2016 @danaditomaso (real client example)

16. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Strong vs Fluffy Metrics

17. #iMEDIA2016 @danaditomaso Share of Voice Amount of overall conversation that’s about you vs your competitors.

18. #iMEDIA2016 @danaditomaso Influence Who is talking about your brand and what is their impact?

19. #iMEDIA2016 @danaditomaso Engagement Overall engagement on your posts.

20.

21. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Why Engagement (Can Be) a Trap

22. #iMEDIA2016 @danaditomaso Not all engagement is created equal.

23. #iMEDIA2016 @danaditomaso Can lead to chasing engagement for the sake of engagement.

24.

25. #iMEDIA2016 @danaditomaso Who is this for?

26.

27. #iMEDIA2016 @danaditomaso But our engagement went down!

28. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso This is the danger of boosted posts.

29. #iMEDIA2016 @danaditomaso Why do you want to attract the people who click like on anything?

30. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Instead, break down that engagement.

31. #iMEDIA2016 @danaditomaso Amplification Rate Number of shares per post.

32. #iMEDIA2016 @danaditomaso Conversation Rate Number of comments per post.

33. #iMEDIA2016 @danaditomaso Applause Rate Number of likes per post.

34. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso What is most important for you right now?

35. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Reporting Tools

36. #iMEDIA2016 @danaditomaso https://www.rivaliq.com/

37.

38.

39.

40.

41. #iMEDIA2016 @danaditomaso https://buzzsumo.com/

42.

43.

44. #iMEDIA2016 @danaditomaso https://sproutsocial.com/

45. #iMEDIA2016 @danaditomaso https://buffer.com/

46. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Your job is insight, not data.

47. #iMEDIA2016 @danaditomaso What can you automate?

48. #iMEDIA2016 @danaditomaso Do you need a dashboard?

49. #iMEDIA2016 @danaditomaso https://www.annielytics.com/annielytics-dashboard-course/

50. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Don’t forget Google Analytics.

51. #iMEDIA2016 @danaditomaso Google Analytics is a big liar.

52. #iMEDIA2016 @danaditomaso “Reporting on last-click attribution in 2014 is like buying a football team and only paying the players who score.” -@anniecushing

53. Conversions > Attribution > Model Comparison Tool

54. Conversions > Multi-Channel Funnels > Assisted Conversions

55. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso Give credit where credit is due.

56. #iMEDIA2016 @danaditomaso#iMEDIA2016 @danaditomaso But then there’s Dark Social.

57. #iMEDIA2016 @danaditomaso You can’t actually track everything.

58. #iMEDIA2016 @danaditomaso Text Messages gchat Slack Private Browsing Gmail Apps

59. #iMEDIA2016 @danaditomaso http://www.theatlantic.com/technology/archive/2012/10/dark- social-we-have-the-whole-history-of-the-web-wrong/263523/

60. #iMEDIA2016 @danaditomaso Get this report: http://kickpoint.ca/dark-social-ga/