Calibration of the web browsing traffic | MLPrague 2018

•

0 likes•97 views

Jonáš Amrich

A talk given at Machine Learning Prague conference http://2018.mlprague.com

Data & Analytics

© 2018 Jumpshot, Inc.
Calibration of the web browsing traffic
Jonas Amrich
Machine Learning Prague
2018

© 2018 Jumpshot, Inc.
Jumpshot delivers digital
intelligence from within
the Internet’s most
valuable walled gardens.
Number of Days Viewed in Q1 2017

© 2018 Jumpshot, Inc.
Jumpshot delivers digital
intelligence from within
the Internet’s most
valuable walled gardens.
This is done using
clickstream data from our
panelists.
Number of Days Viewed in Q1 2017

© 2018 Jumpshot, Inc.
Our panel
100M devices
5B clicks/day

© 2018 Jumpshot, Inc.
Worldwide
3.5B devices
~1011 clicks/day
Our panel
100M devices
5B clicks/day

© 2018 Jumpshot, Inc.
We wish for a uniformly
random sample
Easy to describe
whole population

© 2018 Jumpshot, Inc.
Sadly, we have a
biased sample
Hard to describe
whole population

© 2018 Jumpshot, Inc.
Ignoring sampling bias
may lead to fatal
mistakes in prediction.

© 2018 Jumpshot, Inc.
How to correct the biased sample?
1. Identify significant groups of users in our panel
2. Assign correcting weights to these groups

© 2018 Jumpshot, Inc.
1. Identify behavior of significant groups in the panel
We do not know age, sex
or income of the panelists,
but we know their
browsing behavior.
We model it using Latent
Semantic Analysis (LSA)
from natural language
processing.

© 2018 Jumpshot, Inc.
Dewey defeats Truman
Trump likes golf
golf
president
politics
sport
articles small set of topicshuge set of words
LSA in NLP: Compact representation of articles

© 2018 Jumpshot, Inc.
Dewey defeats Truman
Trump likes golf
golf
president
politics
sport
panelist 1
panelist 2
nature.com
youtube.com
science
video
panelists small set of cohortshuge set of domains

© 2018 Jumpshot, Inc.
100 M users
100 k domains
10 TB input data
Procedure has to be fast —
we need to retrain our
models frequently.
LSA is unsupervised,
we can leverage our
large datasets.

© 2018 Jumpshot, Inc.
As a result, we get
accurate behavioral
profiles of online
population.

© 2018 Jumpshot, Inc.
As a result, we get
accurate behavioral
profiles of online
population.
Cluster interested in
politics
chicagotribune.com
nytimes.com
politifact.com
politico.com

© 2018 Jumpshot, Inc.
How to correct the biased sample?
1. Identify significant groups of users in our panel
Groups identified according to behavior using LSA
2. Assign correcting weights to these groups

© 2018 Jumpshot, Inc.
Real size is
unknown
Cluster interested
in politics
2. Assign correcting weights to groups of users

© 2018 Jumpshot, Inc.
We don’t know true
number of people
interested in politics.
But we can obtain
number of visitors for
some domains.
panel
reality
panel
reality
politico.com (over-represented in panel)
times.com (under-represented in panel)
1.1 x
4 x

© 2018 Jumpshot, Inc.
politico.com
(mean of visitors)
times.com
(mean of visitors)
We find domain’s
representation as
mean of its visitors.

We train a regression
model which fits known
correction weights.
times.com
weight 4x
politico.com
weight 1.1x
10x1x

© 2018 Jumpshot, Inc.
s
10x1x
And we use this model to
assign weights to users.
times.com
weight 4x
politico.com
weight 1.1x

© 2018 Jumpshot, Inc.
Dataset of daily unique visitors on 10k domains from external source
Small to mid-size domains with unstable traffic
How to deal with variation and outliers?

© 2018 Jumpshot, Inc.
Thank you!
Jonáš Amrich
& Břéťa Šopík
jumpshot.com

Similar to Calibration of the web browsing traffic | MLPrague 2018

Enabling interactive data and analytics for thousands of users can be expensive and challenging—from having to forecast usage, provisioning and managing servers, to securing data, governing access, and ensuring auditability. In this session, learn how Amazon QuickSight’s serverless architecture and pay-per-session pricing enabled the National Football League (NFL) and Forwood Safety to roll out interactive dashboards to hundreds and thousands of users. Understand how the NFL utilizes embedded Amazon QuickSight dashboards to provide clubs, broadcasters, and internal users with Next Gen Stats data collected from games. Also, learn about Forwood's journey to enabling dashboards for thousands of Rio Tinto users worldwide, utilizing Amazon QuickSight readers, federated single sign-on, dynamic defaults, email reports, and more.

NFL and Forwood Safety Deploy Business Analytics at Scale with Amazon QuickSi...

Amazon Web Services

Machine learning has the potential to transform enterprises, leading to the discovery of thousands of opportunities for improved efficiencies across marketing, sales, and operations. As a result, every enterprise executive and board member is asking or being asked: how will your organization capitalize? For startups, the opportunity is rivaled only by the challenges. How to strike the balance between product and service when context is king in enterprises? How does one educate customers with so much hype in the market? How to demonstrate value in complex enterprise sales? Cyft has faced these and many more questions in the course of building a startup in the highly regulated, highly complex world of healthcare. Cyft founder and CEO, Dr. Leonard D'Avolio will share his experiences and lessons learned to help other founders accelerate their journeys toward success.

AWS Startup Day Toronto - Sudip Chakrabarti- Building & Selling AI-Powered En...

Amazon Web Services

Scale as an Enabler for Security

scoopnewsgroup

This session, we describe how AWS provides the Amazon customer-centric culture of innovation, key technology building blocks, and a user engagement platform to help companies better engage their users. You also learn how Disney Streaming Services is utilizing the Amazon approach to engage its users. The intended audience is developers and business professionals who are responsible for digitally transforming their company.

Leadership Session: Overview of Amazon Digital User Engagement Solutions (DIG...

Amazon Web Services

Process thinking capability is a major critical success factor for goals including: > broader individual opportunities, > organizational competitiveness and > accelerating innovation. Because of this process thinking capability is in high demand and short supply. This presentation describes: > what process thinking capability is, > why it needs to be broadly increased, and > how it can be increased. This presentation is based on the video found here https://vimeo.com/300092147. Each slide represents approximately one sentence in the video narration.

Why and How to Increase Process Thinking Capability - Program Launch v1.0

Jim Johnson

In this session, hear from an AWS customer about how they leveraged Amazon Rekognition deep learning-based image and video analysis to power a data-driven decision system for creative asset production. Learn how this customer was able to leverage the raw data provided by Amazon Rekognition combined with performance data to discover actionable insights. See a demonstration of the solution, and hear about media- and advertising-specific use cases. Learn from the customer's experiences implementing their architecture, the challenges, and the pleasant surprises along the way.

Use Amazon Rekognition to Power Video Creative Asset Production (ADT202) - AW...

Amazon Web Services

Business fraud is a growing concern across online and offline transactions. In this chalk talk, we dive into detecting fraud using machine learning with Amazon SageMaker and Amazon Neptune. We discuss the details of building models, such as class imbalance. We also discuss the different costs of false positives and false negatives. Additionally, we talk about algorithms like Linear Learners that can be used to build healthy models in such scenarios.

Amazon, awsreinvent2018, Artificial Intelligence & Machine Learning, AIM422, ...

Amazon Web Services

The Internet of Things (IoT) solutions have the ability to transform public services in a positive way and when powered by cloud-based services, solutions can securely and cost-effectively scale and provide benefits to people that need them the most. Nexleaf’s mission is to preserve human life and protect the planet by designing sensor technologies, generating data analytics, and advocating for data-driven solutions. Nexleaf developed ColdTrace and StoveTrace solutions to improve the distribution of life-saving vaccines and to increase the adoption of cleaner cookstoves. City of Virginia Beach, in collaboration with Virginia Institute of Marine Science, developed a sensor based flood alerting system to give advance notice to citizens and first responders. In this session, you will hear from both about how these AWS powered solutions are driving effective results and helping communities.

Cloud Powered IoT: Connected Solutions Helping Communities

Amazon Web Services

Amazon Personalize is a fully-managed service that helps companies deliver personalized experiences, such as recommendations, search results, email campaigns and notifications. It brings over 20 years of experience in personalization from Amazon.com and puts it in the hands of developers with little or no machine learning experience. Amazon Personalize uses AutoML to automate the entire process of managing and processing data, choosing the right algorithm based on the data, and using the data to train and deploy custom machine learning models — all with a few simple API calls. Join us and learn how you can use Concierge to build engaging experiences that respond to user preferences and behavior in real-time.

[NEW LAUNCH!] Introducing Amazon Personalize: Real-time Personalization and R...

Amazon Web Services

Does this scenario sound familiar? You have taken on a project that can solve a core challenge that can provide measurable value to your business. It's an exciting opportunity to learn and grow, but that excitement quickly turns to anxiety as you are confronted with a list of unknowns and questions. Answering these questions, if they ever get solved completely, can be done in a myriad of ways. As new projects and challenges come along, the same questions and anxieties surface. Lather, rinse, repeat. Analysis paralysis leads to projects getting forced on to legacy architectures, deliver results that are "good enough", or stop projects before they get started. This session will illustrate how adopting an agile mindset to cloud adoption can end this cycle and meet your business needs.

An Agile Approach to Cloud Adoption

Amazon Web Services

DataRobot Cloud, built on AWS, helped Trupanion create an automated method for building data models using machine learning that reduced the time required to process claims from minutes to seconds. Join our webinar to hear how Trupanion transformed itself into an AI-driven organization, with robust data analysis and data science project prototyping that empowered the company to make better decisions and optimize business processes in less time and at a reduced cost. Join our webinar to learn: - Why you don’t need to be an expert in data science to create accurate predictive models. - How you can build and deploy predictive models in less time on AWS. - How to take full advantage of AI and machine learning to make better predictions faster and improve your bottom line.

How Trupanion Became an AI-driven Company for Pets

Amazon Web Services

Meetup Niort Data - AWS Intelligence Artificielle

Olivier Cahagne

Cloud Choices Quantifying the Cost and Risk Implications of Cloud

Amazon Web Services

Take a journey with Preston, an Amazon Sumerian host, to diagnose and explore a 3D printed jet engine in virtual reality. Preston follows your commands to control and explore different parts of the engine. Preston can also show you the future state of your machine in virtual reality and provide recommendations by analyzing data collected from a physical jet turbine engine using IoT sensors. Learn how to build your own virtual assistant with Amazon AI services, AWS IoT services, and Amazon Sumerian virtual reality.

Meet Preston, and Explore Your Digital Twin in Virtual Reality (GPSTEC321) - ...

Amazon Web Services

Sviluppare un backend serverless in real time attraverso GraphQL

Amazon Web Services

Join us to learn why Human-in-the-Loop training data should be powering your machine learning (ML) projects and how to make it happen. If you’re curious about what human-in-the-loop machine learning actually looks like, join Figure Eight CTO Robert Munro and AWS machine learning experts to learn how to effectively incorporate active learning and human-in-the-loop practices in your ML projects to achieve better results. You'll learn: - When to use human-in-the-loop as an effective strategy for machine learning projects - How to set up an effective interface to get the most out of human intelligence - How to ensure high-quality, accurate data sets

Practical Human-in-the-Loop Machine Learning

Amazon Web Services

Innovation at AWS

Amazon Web Services

Invited to present the Keynote Address at the 3 day Adobe Experience Conference in Sao Paulo, Brazil, Paul Lima, founder of Lima Consulting Group presented his Digital Transformation Maturity Model. To present the model, Joao Torres, Analytics Manager at Via Varejo, co-presented the use case of how they deployed the LCG Digital Transformation Maturity Model to advance their Key Business Objectives and surpassed the KPIs demanded by their board. Via Varejo, Brazil‘s largest electronics, home appliance and furniture retailer, revenues over $8B (USD) annually.

The Lima Consulting Group Digital Transformation Maturity Model Presented at ...

Lima Consulting Group

Join us for a deep dive on the latest features of Amazon Rekognition. Learn how to easily add intelligent image and video analysis to applications in order to automate manual workflows, enhance creativity, and provide more personalized customer experiences. We share best practices for fine-tuning and optimizing Amazon Rekognition for a variety of use cases, including moderating content, creating searchable content libraries, and integrating secondary authentication into existing applications.

Deep Dive on Amazon Rekognition, ft. Pinterest (AIM307-R1) - AWS re:Invent 2018

Amazon Web Services

[NEW LAUNCH!] Introducing Amazon Forecast (AIM344) - AWS re:Invent 2018

Amazon Web Services

Similar to Calibration of the web browsing traffic | MLPrague 2018 (20)

NFL and Forwood Safety Deploy Business Analytics at Scale with Amazon QuickSi...

AWS Startup Day Toronto - Sudip Chakrabarti- Building & Selling AI-Powered En...

Scale as an Enabler for Security

Leadership Session: Overview of Amazon Digital User Engagement Solutions (DIG...

Why and How to Increase Process Thinking Capability - Program Launch v1.0

Use Amazon Rekognition to Power Video Creative Asset Production (ADT202) - AW...

Amazon, awsreinvent2018, Artificial Intelligence & Machine Learning, AIM422, ...

Cloud Powered IoT: Connected Solutions Helping Communities

[NEW LAUNCH!] Introducing Amazon Personalize: Real-time Personalization and R...

An Agile Approach to Cloud Adoption

How Trupanion Became an AI-driven Company for Pets

Meetup Niort Data - AWS Intelligence Artificielle

Cloud Choices Quantifying the Cost and Risk Implications of Cloud

Meet Preston, and Explore Your Digital Twin in Virtual Reality (GPSTEC321) - ...

Sviluppare un backend serverless in real time attraverso GraphQL

Practical Human-in-the-Loop Machine Learning

Innovation at AWS

The Lima Consulting Group Digital Transformation Maturity Model Presented at ...

Deep Dive on Amazon Rekognition, ft. Pinterest (AIM307-R1) - AWS re:Invent 2018

[NEW LAUNCH!] Introducing Amazon Forecast (AIM344) - AWS re:Invent 2018

Recently uploaded

Artificial_General_Intelligence__storm_gen_article.pdf

scitechtalktv

Slip-and-fall Injuries: Top Workers' Comp Claims

Bisnar Chase Personal Injury Attorneys

Jpolillo Amazon PPC - Bid Optimization Sample

James Polillo

AI Imagen for data-storytelling Infographics.pdf

MichaelSenkow

Exploratory Data Analysis - Dilip S.pptx

DilipVasan

2024-05-14 - Tableau User Group - TC24 Hot Topics - Tableau Pulse and Einstei...

elinavihriala

WSU毕业证原版定制【微信：176555708】【西悉尼大学毕业证成绩单-学位证】【微信：176555708】（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。 ◆◆◆◆◆ — — — — — — — — 【留学教育】留学归国服务中心 — — — — — -◆◆◆◆◆ 【主营项目】一.毕业证【微信：176555708】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【微信：176555708】 ◇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→ 【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。 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！学历顾问：微信：176555708

一比一原版西悉尼大学毕业证成绩单如何办理

pyhepag

Fuzzy Sets decision making under information of uncertainty

RafigAliyev2

MQU毕业证原版定制【微信：176555708】【麦考瑞大学毕业证成绩单-学位证】【微信：176555708】（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。 ◆◆◆◆◆ — — — — — — — — 【留学教育】留学归国服务中心 — — — — — -◆◆◆◆◆ 【主营项目】一.毕业证【微信：176555708】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【微信：176555708】 ◇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→ 【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。 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！学历顾问：微信：176555708

一比一原版麦考瑞大学毕业证成绩单如何办理

cyebo

Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊 How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊 The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊 At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505) At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊 If you take an extra dose of misoprostol, it works about 99% of the time. At 10-11 weeks pregnant, it works about 87% of the time. +966572737505) If you take an extra dose of misoprostol, it works about 98% of the time. In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only. +966572737505 Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine. +966572737505 The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion. +966572737505 When can I take the abortion pill?+966572737505 In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505 Why do people choose the abortion pill? Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them. +966572737505 Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you. +966572737505 More questions from patients: Saudi Arabia+966572737505 CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505) Unwanted Kit is a combination of two medicines

Abortion pills in Dammam Saudi Arabia// +966572737505 // buy cytotec

Abortion pills in Riyadh +966572737505 get cytotec

2024 Q1 Tableau User Group Leader Quarterly Call

lward7

Monash毕业证原版定制【微信：176555708】【莫纳什大学毕业证成绩单-学位证】【微信：176555708】（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。 ◆◆◆◆◆ — — — — — — — — 【留学教育】留学归国服务中心 — — — — — -◆◆◆◆◆ 【主营项目】一.毕业证【微信：176555708】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【微信：176555708】 ◇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→ 【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。 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！学历顾问：微信：176555708

一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理

pyhepag

Pre-ProductionImproveddsfjgndflghtgg.pptx

Stephen266013

Even tho pi not launched globally, crypto whales, holders, investors are looking forward to hold up to 20,000 pi coins before mainnet launch in 2026. All a miner or pioneer has to do to sell is to get in contact with a legitimate pi vendor ( a person that buys pi coins from miners and resell them to investors) I will leave the telegram contact of my personal pi vendor: @Pi_vendor_247 #pi network #pi 2024 #sell pi

How can I successfully sell my pi coins in Philippines?

DOT TECH

Atlantic Grupa Case Study (Mintec Data AI)

Jon Hansen

Adelaide毕业证原版定制【微信：176555708】【阿德莱德大学毕业证成绩单-学位证】【微信：176555708】（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。 ◆◆◆◆◆ — — — — — — — — 【留学教育】留学归国服务中心 — — — — — -◆◆◆◆◆ 【主营项目】一.毕业证【微信：176555708】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【微信：176555708】 ◇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→ 【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。 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！学历顾问：微信：176555708

一比一原版阿德莱德大学毕业证成绩单如何办理

pyhepag

This presentation explores the potential of machine learning in predicting the severity of road accidents. We will delve into the data analysis process, the chosen machine learning algorithms, and the evaluation of our model's performance. This project aims to contribute to improved emergency response times and accident prevention strategies. visit for more: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

Machine Learning for Accident Severity Prediction

Boston Institute of Analytics

Supply chain analytics to combat the effects of Ukraine-Russia-conflict

Jack Cole

basics of data science with application areas.pdf

vyankatesh1

This project is about making customer segmentation based on two key features, such as annual income and spending highscores, using k-means clustering algorithms. The optimal number of clusters was determined to be 5 based on the "elbow" point in the inertia vs. k plot. Visual representations, such as scatter plots and cluster distributions, were created to better understand the characteristics of each segment. Tailored marketing recommendations were provided for each of the 5 customer segments based on their unique income and spending patterns.

MALL CUSTOMER SEGMENTATION USING K-MEANS CLUSTERING.pptx

NidaFaviankaNawawi

Recently uploaded (20)

Artificial_General_Intelligence__storm_gen_article.pdf

Slip-and-fall Injuries: Top Workers' Comp Claims

Jpolillo Amazon PPC - Bid Optimization Sample

AI Imagen for data-storytelling Infographics.pdf

Exploratory Data Analysis - Dilip S.pptx

2024-05-14 - Tableau User Group - TC24 Hot Topics - Tableau Pulse and Einstei...

一比一原版西悉尼大学毕业证成绩单如何办理

Fuzzy Sets decision making under information of uncertainty

一比一原版麦考瑞大学毕业证成绩单如何办理

Abortion pills in Dammam Saudi Arabia// +966572737505 // buy cytotec

2024 Q1 Tableau User Group Leader Quarterly Call

一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理

Pre-ProductionImproveddsfjgndflghtgg.pptx

How can I successfully sell my pi coins in Philippines?

Atlantic Grupa Case Study (Mintec Data AI)

一比一原版阿德莱德大学毕业证成绩单如何办理

Machine Learning for Accident Severity Prediction

Supply chain analytics to combat the effects of Ukraine-Russia-conflict

basics of data science with application areas.pdf

MALL CUSTOMER SEGMENTATION USING K-MEANS CLUSTERING.pptx

Calibration of the web browsing traffic | MLPrague 2018

3. © 2018 Jumpshot, Inc. Jumpshot delivers digital intelligence from within the Internet’s most valuable walled gardens. This is done using clickstream data from our panelists. Number of Days Viewed in Q1 2017

10. © 2018 Jumpshot, Inc. 1. Identify behavior of significant groups in the panel We do not know age, sex or income of the panelists, but we know their browsing behavior. We model it using Latent Semantic Analysis (LSA) from natural language processing.

12. © 2018 Jumpshot, Inc. Dewey defeats Truman Trump likes golf golf president politics sport panelist 1 panelist 2 nature.com youtube.com science video panelists small set of cohortshuge set of domains

16. © 2018 Jumpshot, Inc. How to correct the biased sample? 1. Identify significant groups of users in our panel Groups identified according to behavior using LSA 2. Assign correcting weights to these groups

18. © 2018 Jumpshot, Inc. We don’t know true number of people interested in politics. But we can obtain number of visitors for some domains. panel reality panel reality politico.com (over-represented in panel) times.com (under-represented in panel) 1.1 x 4 x

20. We train a regression model which fits known correction weights. times.com weight 4x politico.com weight 1.1x 10x1x

23. © 2018 Jumpshot, Inc. Dataset of daily unique visitors on 10k domains from external source Small to mid-size domains with unstable traffic How to deal with variation and outliers? Average data over time • Lower variation • Information is lost Pick a robust model • More data points • Information is utilized

24. © 2018 Jumpshot, Inc. Dataset of daily unique visitors on 10k domains from external source Small to mid-size domains with unstable traffic How to deal with variation and outliers? Average data over time • Lower variation • Information is lost Pick a robust model • More data points • Information is utilized Huber Regression

25. © 2018 Jumpshot, Inc. How to correct the biased sample? 1. Identify significant groups of users in our panel Groups identified according to behavior using LSA 2. Assign correcting weights to these groups Trained on domains, applied to users

Calibration of the web browsing traffic | MLPrague 2018

Recommended

Recommended

More Related Content

Similar to Calibration of the web browsing traffic | MLPrague 2018

Similar to Calibration of the web browsing traffic | MLPrague 2018 (20)

Recently uploaded

Recently uploaded (20)

Calibration of the web browsing traffic | MLPrague 2018