Marketers Flunk the Big Data Test by Patrick Spenner and Anna Bird
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Marketing teams are under pressure to adopt new data-driven approaches to gain customer insights as traditional methods rely on data for only 11% of decisions. However, many marketers struggle with using statistics and separating relevant signals from noise. The most effective teams focus on goals and use the right data to make informed decisions.
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Marketers flunk the big data test
Marketers do not make effective use of data in their decision making. Only 11% of customer-related decisions are based on data, and half rely on intuition. Marketers also lack statistical aptitude, with almost half getting basic statistical questions wrong. While access to data is increasing, most marketers are either underutilizing data or are dangerously distracted by it without the ability to filter out irrelevant information. Effective use of data requires keeping business goals as the priority and teaching marketers how to properly analyze and interpret data to support decision making and avoid common mistakes.
Marketers Flunk the Big Data Test
Most marketers rely too heavily on intuition rather than data-driven decision making, with only 11% of decisions based on data. While a small number embrace data too aggressively, most marketers struggle with basic statistical concepts. The top performers focus on higher-order goals and apply only the most relevant data and insights, while avoiding distractions. Marketing leaders need to constantly reinforce goals, emphasize data-driven decision making, and address common errors to help marketers better utilize data.
Marketers Flunk the Big Data Test
Most marketers rely too heavily on intuition and gut feelings rather than data when making customer-related decisions. While data should be driving more decisions, the majority of marketers struggle with basic statistical concepts and interpreting data correctly. Only a small percentage of marketers are truly skilled at using data effectively to focus on long-term goals and filter out irrelevant noise and distractions. For managers in India, it is important to train marketers to prioritize data in their decision making and avoid common mistakes in data interpretation.
Ppt analytics
What is big data? What is analytics? What is marketing? Are all managers data savy? How does statistics affect strategic decision making? Watch this ppt to understand this and much more
Marketers flunk the big data
Marketers often rely on intuition and gut feelings rather than data when making decisions. Only 11% of customer-related decisions are data-driven, and 44% of marketers scored poorly on statistical aptitude tests. While some "connector" marketers use data extensively, they tend to be underperformers who miss the bigger picture. The top performing "focuser" marketers are comfortable with ambiguity, ask strategic questions based on data, and focus on long-term goals like customer loyalty instead of short-term metrics.
Presentation1
Over 800 marketers at Fortune 1000 companies failed at effectively using big data, as they only used data for 11% of customer-related decisions and relied too heavily on intuition instead. While 11% overused data and got distracted by it, the majority struggled with basic and intermediate statistics. To better leverage big data, marketers need to prioritize data in their decision making, have a narrow focus on higher goals while being comfortable with ambiguity, and ask strategic questions to filter out noise - though only 10% of marketers currently possess these qualities.
Marketers and Big Data
Most marketers rely too heavily on intuition and past experience rather than data when making customer-related decisions, depending on data for only 11% of decisions. While experience provided reliable assumptions in the past, changing customer behaviors have made past experience less useful. Additionally, the majority of marketers have only basic or no knowledge of statistics, which is needed to properly analyze and apply insights from large amounts of data. Some marketers are overly focused on data and feedback without having the statistical skills to use data effectively, and these marketers tend to underperform. To be successful, marketers need skills like dealing with ambiguity, asking strategic questions based on data, and focusing on higher-level goals rather than getting distracted by excessive data.
Marketers flunk the big data test
Marketers rely too heavily on intuition and past experiences rather than data when making customer-related decisions. They struggle with statistics and lack statistical aptitude, leading them to become distracted by data rather than focusing on goals. It is important for managers to teach marketers to prioritize data in decision making and avoid common mistakes in data interpretation so they can focus narrowly on high-order goals.
Recommended
Marketers flunk the big data test
Marketers do not make effective use of data in their decision making. Only 11% of customer-related decisions are based on data, and half rely on intuition. Marketers also lack statistical aptitude, with almost half getting basic statistical questions wrong. While access to data is increasing, most marketers are either underutilizing data or are dangerously distracted by it without the ability to filter out irrelevant information. Effective use of data requires keeping business goals as the priority and teaching marketers how to properly analyze and interpret data to support decision making and avoid common mistakes.
Marketers Flunk the Big Data Test
Most marketers rely too heavily on intuition rather than data-driven decision making, with only 11% of decisions based on data. While a small number embrace data too aggressively, most marketers struggle with basic statistical concepts. The top performers focus on higher-order goals and apply only the most relevant data and insights, while avoiding distractions. Marketing leaders need to constantly reinforce goals, emphasize data-driven decision making, and address common errors to help marketers better utilize data.
Marketers Flunk the Big Data Test
Most marketers rely too heavily on intuition and gut feelings rather than data when making customer-related decisions. While data should be driving more decisions, the majority of marketers struggle with basic statistical concepts and interpreting data correctly. Only a small percentage of marketers are truly skilled at using data effectively to focus on long-term goals and filter out irrelevant noise and distractions. For managers in India, it is important to train marketers to prioritize data in their decision making and avoid common mistakes in data interpretation.
Ppt analytics
What is big data? What is analytics? What is marketing? Are all managers data savy? How does statistics affect strategic decision making? Watch this ppt to understand this and much more
Marketers flunk the big data
Marketers often rely on intuition and gut feelings rather than data when making decisions. Only 11% of customer-related decisions are data-driven, and 44% of marketers scored poorly on statistical aptitude tests. While some "connector" marketers use data extensively, they tend to be underperformers who miss the bigger picture. The top performing "focuser" marketers are comfortable with ambiguity, ask strategic questions based on data, and focus on long-term goals like customer loyalty instead of short-term metrics.
Presentation1
Over 800 marketers at Fortune 1000 companies failed at effectively using big data, as they only used data for 11% of customer-related decisions and relied too heavily on intuition instead. While 11% overused data and got distracted by it, the majority struggled with basic and intermediate statistics. To better leverage big data, marketers need to prioritize data in their decision making, have a narrow focus on higher goals while being comfortable with ambiguity, and ask strategic questions to filter out noise - though only 10% of marketers currently possess these qualities.
Marketers and Big Data
Most marketers rely too heavily on intuition and past experience rather than data when making customer-related decisions, depending on data for only 11% of decisions. While experience provided reliable assumptions in the past, changing customer behaviors have made past experience less useful. Additionally, the majority of marketers have only basic or no knowledge of statistics, which is needed to properly analyze and apply insights from large amounts of data. Some marketers are overly focused on data and feedback without having the statistical skills to use data effectively, and these marketers tend to underperform. To be successful, marketers need skills like dealing with ambiguity, asking strategic questions based on data, and focusing on higher-level goals rather than getting distracted by excessive data.
Marketers flunk the big data test
Marketers rely too heavily on intuition and past experiences rather than data when making customer-related decisions. They struggle with statistics and lack statistical aptitude, leading them to become distracted by data rather than focusing on goals. It is important for managers to teach marketers to prioritize data in decision making and avoid common mistakes in data interpretation so they can focus narrowly on high-order goals.
Big data versus Marketers
This is a presentation based on the article "Marketers Flunk the Big Data Test" by Patrick Spenner and Anna Bird
Marketers flunk the big data test
Marketers are not making effective use of big data according to the document. Only 11% of customer decisions are based on data analysis while over 50% rely on intuition. Marketers tend to prioritize gut feelings over statistical analysis of customer data. Additionally, most marketers underuse data or dangerously rely solely on it without proper judgement or statistical skills. The document recommends that managers encourage marketers to properly analyze customer data, focus on long term business goals rather than short term metrics, and make decisions based on updating strategies based on new data rather than past decisions alone.
Marketers flunk the big data test
Most marketers rely on intuition rather than data-driven decision making, with only 20% of Fortune 1000 companies relying heavily on data. When tested on basic statistical questions, only 5% of marketers owned a statistics textbook and around half answered all questions incorrectly. While big data is driving decision making away from gut feelings, marketers generally lack the statistical aptitude to properly analyze and apply data. This can lead them to get dangerously distracted by irrelevant data and constantly change projects without achieving results. Successful marketers focus on higher-order goals and can filter out irrelevant noise in the data, though only about 10% have this ability. Managers need to guide their teams to properly use data in decision making and focus on important metrics like
Presentation1
This is a presentation created as a prt of task of Day 1 Week 4 of Data Analysis Internship under Prof. Mathur
Marketers flunk big data test
Big data analytics provides tools to make sense of raw data and help companies make better decisions. However, a survey found that on average marketers only depend on data for 11 of their decisions. Some reasons for this are that marketers often rely on past experience and intuition which can be unreliable today. Additionally, some marketers struggle with large amounts of data or get distracted by it and lose sight of their goals. To better use data, marketers need qualities like comfort with ambiguity, ability to ask strategic questions, and a narrow focus on goals. While such talent is rare, having a well-guided team can help protect people from getting lost in data. In India, big data can boost business if properly understood and not blindly
BIG DATA PROBLEM
This document summarizes key findings from a study of nearly 800 marketers at Fortune 1000 companies. The study found that most marketers rely too heavily on intuition and past experiences rather than data when making customer-related decisions. Specifically, over half of the information used comes from gut feelings and previous experiences. While marketers consult data sources, they only depend on data for 11% of decisions. Additionally, almost half of marketers scored poorly on statistical aptitude questions. Though a small group uses data frequently, these "Connectors" tend to overadjust to every change in data and lose sight of overall goals. Relying too heavily on outdated assumptions without updating understandings of shifting consumer behaviors can be problematic. Good marketers are
Marketers flunk the big data test
Marketers performed poorly on a statistical aptitude test about data analysis, with over 4 questions wrong for most. While hunger for data is increasing, marketers currently depend on data for only 11% of decisions, with most relying on intuitions. The document argues marketers need to shift from gut-based to smart, data-based decision making, and that managers should put data at the center of decisions. It is rare to find marketers who truly excel at using data effectively.
Marketers flunk the big data test
Marketers are failing to make effective use of big data in their decision making. Only 11% of customer-related decisions are based on data, while over half rely on previous decisions or intuition. As a result, past data does not always lead to accurate predictions about the future. While some marketers underuse data, others are dangerously distracted by it without having the proper judgment or statistical skills to analyze it correctly. To improve, marketers should avoid overreliance on gut feelings and give more importance to data, while also not getting too distracted by data without understanding it. The focus should be on higher-order goals and filtering out noise.
What People Analytics Can’t Capture
This presentation is made as
part of Data Analytics Internship
by Prof Sameer Mathur
IIM LUCKNOW
TIPS TO BECOME A SUCCESSFUL MARKETER
A study of 800 marketers found that most rely too heavily on intuition rather than data when making decisions. Experience and intuition are becoming less reliable as previous experiences may not apply in new contexts. While many marketers have access to large amounts of data, many are distracted by it or underuse it. Successful marketers focus on goals, ask strategic questions based on data, and can filter out irrelevant information to focus on what is most important. The conclusion calls for teaching marketers to make data a central part of their decision making and increasing their awareness of common mistakes in interpreting data.
Marketers flunk the big data
Most marketers rely too heavily on intuition and gut feelings rather than data when making customer-related decisions, according to a study. On average, marketers only use data for 11% of decisions. When tested on statistical skills, almost half of marketers got most questions wrong. While some marketers are overly focused on data, these individuals tend to underperform because they lack strong statistical or judgment skills to effectively use data. The study recommends marketing managers look for traits like the ability to ask strategic questions based on data, a narrow focus on goals, and comfort with ambiguity. Managers should also constantly reiterate goals, teach data-driven decision making, and help marketers avoid common mistakes in data interpretation.
Key Steps to Kick Start Your Master Data Management Strategy in 2020
Data is king. And, it has become the new support function for organizations ever since digitization has leapfrogged. Data management is becoming more necessary than ever to ensure its quality, accuracy, and integrity remain intact, all-around. That said, merely consolidating and managing data does not cut the mark anymore.
Big Data Test
Marketers rely too heavily on intuition rather than data in making customer-related decisions. A study found marketers depend on data for only 11% of decisions, with over half relying on past experience and intuition. However, consumer behaviors are changing rapidly, making past assumptions unreliable. Testing found almost half of marketers got statistical questions wrong, and only 6% answered all correctly. While 11% of marketers use a lot of data, consulting dashboards daily, they underperform due to a lack of statistical skills to use data effectively. Managers should look for marketers comfortable with ambiguity, able to ask strategic questions based on data, and focused on long-term goals, in order to filter out noise and apply the most relevant
Analysis OF marketers flunk big data test
It is an analysis of an article entitled Marketers Flunk the Big Data Test by Patrick Spenner and Anna Bird
Analysis of hbr article marketers flunk the big data test
Most managers rely too heavily on intuition and past experience rather than data when making decisions. Additionally, many marketers struggle with basic statistics. While some marketers overuse data and are constantly distracted by new information, the most successful marketers maintain a narrow focus on key goals and are able to filter out irrelevant noise. These high-performing marketers demonstrate an ability to ask strategic questions based on data while remaining comfortable with ambiguity.
Marketers Flunk the Big Data Test
The document discusses how most marketers today fail to make effective use of big data in decision making. While there has been a push towards more data-driven decisions, only 11% of customer decisions are actually based on data, with over half relying on intuition. Marketers also struggle with basic statistical concepts, with a test showing only 6% answered correctly. Simply collecting more data does not guarantee better decisions, as underperforming "data savvy" marketers often lack proper statistical skills or judgment. The document recommends marketers develop an ability to focus on higher goals and filter noise from data, and that managers seek a balance of intuition and data-based decisions.
Making Advanced Analytics Work for You
The document discusses ways that businesses can make advanced analytics and big data work for them. It notes that while data has become a key business asset, big data projects also carry risks if not properly managed. It recommends that businesses choose the right data, build models that optimize business outcomes, and transform company capabilities with analytical skills. Finally, it stresses that managers need creative ways to use new data sources and algorithms daily, while separating statistics experts from managers who use data-driven insights.
Performance management and agilty
The document discusses performance management and decision management. It argues that performance management primarily focuses on monitoring and supporting human decisions, while decision management makes system decisions more explicit. By combining both approaches, organizations can build "cockpits" rather than just dashboards to better monitor performance and control outcomes. Decision management involves automating decisions, exposing how systems make choices, and allowing experimentation to improve decisions over time. This gives businesses greater agility, control, and ability to better manage opportunities and risks.
Marketers flunk the big data test
The vast majority of marketers ignore data when making customer-related decisions, and those that do use data do so poorly. Only 11% of decisions are informed by data. Marketers also struggle with statistics, with 44% missing 4 out of 5 questions on a general statistics quiz. While big data is available, most marketers have not effectively used even small data. Focusing on goals and filtering noise is key, which only about 10% of marketers excel at. Collecting and analyzing the right small data that helps make intelligent decisions is more important than data size.
Week4day1
The document discusses how marketers struggle with using big data effectively to make decisions. While data-driven decision making is important, many marketers rely too heavily on gut feelings instead of properly analyzing and interpreting data. The best marketers are able to filter out noise by focusing on higher-level goals, being comfortable with ambiguity, and asking strategic questions of the data. To improve, marketing leaders should constantly reiterate business goals, teach marketers to center decisions around data, and help them avoid common mistakes in data interpretation.
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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。
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Big data versus Marketers
This is a presentation based on the article "Marketers Flunk the Big Data Test" by Patrick Spenner and Anna Bird
Marketers flunk the big data test
Marketers are not making effective use of big data according to the document. Only 11% of customer decisions are based on data analysis while over 50% rely on intuition. Marketers tend to prioritize gut feelings over statistical analysis of customer data. Additionally, most marketers underuse data or dangerously rely solely on it without proper judgement or statistical skills. The document recommends that managers encourage marketers to properly analyze customer data, focus on long term business goals rather than short term metrics, and make decisions based on updating strategies based on new data rather than past decisions alone.
Marketers flunk the big data test
Most marketers rely on intuition rather than data-driven decision making, with only 20% of Fortune 1000 companies relying heavily on data. When tested on basic statistical questions, only 5% of marketers owned a statistics textbook and around half answered all questions incorrectly. While big data is driving decision making away from gut feelings, marketers generally lack the statistical aptitude to properly analyze and apply data. This can lead them to get dangerously distracted by irrelevant data and constantly change projects without achieving results. Successful marketers focus on higher-order goals and can filter out irrelevant noise in the data, though only about 10% have this ability. Managers need to guide their teams to properly use data in decision making and focus on important metrics like
Presentation1
This is a presentation created as a prt of task of Day 1 Week 4 of Data Analysis Internship under Prof. Mathur
Marketers flunk big data test
Big data analytics provides tools to make sense of raw data and help companies make better decisions. However, a survey found that on average marketers only depend on data for 11 of their decisions. Some reasons for this are that marketers often rely on past experience and intuition which can be unreliable today. Additionally, some marketers struggle with large amounts of data or get distracted by it and lose sight of their goals. To better use data, marketers need qualities like comfort with ambiguity, ability to ask strategic questions, and a narrow focus on goals. While such talent is rare, having a well-guided team can help protect people from getting lost in data. In India, big data can boost business if properly understood and not blindly
BIG DATA PROBLEM
This document summarizes key findings from a study of nearly 800 marketers at Fortune 1000 companies. The study found that most marketers rely too heavily on intuition and past experiences rather than data when making customer-related decisions. Specifically, over half of the information used comes from gut feelings and previous experiences. While marketers consult data sources, they only depend on data for 11% of decisions. Additionally, almost half of marketers scored poorly on statistical aptitude questions. Though a small group uses data frequently, these "Connectors" tend to overadjust to every change in data and lose sight of overall goals. Relying too heavily on outdated assumptions without updating understandings of shifting consumer behaviors can be problematic. Good marketers are
Marketers flunk the big data test
Marketers performed poorly on a statistical aptitude test about data analysis, with over 4 questions wrong for most. While hunger for data is increasing, marketers currently depend on data for only 11% of decisions, with most relying on intuitions. The document argues marketers need to shift from gut-based to smart, data-based decision making, and that managers should put data at the center of decisions. It is rare to find marketers who truly excel at using data effectively.
Marketers flunk the big data test
Marketers are failing to make effective use of big data in their decision making. Only 11% of customer-related decisions are based on data, while over half rely on previous decisions or intuition. As a result, past data does not always lead to accurate predictions about the future. While some marketers underuse data, others are dangerously distracted by it without having the proper judgment or statistical skills to analyze it correctly. To improve, marketers should avoid overreliance on gut feelings and give more importance to data, while also not getting too distracted by data without understanding it. The focus should be on higher-order goals and filtering out noise.
What People Analytics Can’t Capture
This presentation is made as
part of Data Analytics Internship
by Prof Sameer Mathur
IIM LUCKNOW
TIPS TO BECOME A SUCCESSFUL MARKETER
A study of 800 marketers found that most rely too heavily on intuition rather than data when making decisions. Experience and intuition are becoming less reliable as previous experiences may not apply in new contexts. While many marketers have access to large amounts of data, many are distracted by it or underuse it. Successful marketers focus on goals, ask strategic questions based on data, and can filter out irrelevant information to focus on what is most important. The conclusion calls for teaching marketers to make data a central part of their decision making and increasing their awareness of common mistakes in interpreting data.
Marketers flunk the big data
Most marketers rely too heavily on intuition and gut feelings rather than data when making customer-related decisions, according to a study. On average, marketers only use data for 11% of decisions. When tested on statistical skills, almost half of marketers got most questions wrong. While some marketers are overly focused on data, these individuals tend to underperform because they lack strong statistical or judgment skills to effectively use data. The study recommends marketing managers look for traits like the ability to ask strategic questions based on data, a narrow focus on goals, and comfort with ambiguity. Managers should also constantly reiterate goals, teach data-driven decision making, and help marketers avoid common mistakes in data interpretation.
Key Steps to Kick Start Your Master Data Management Strategy in 2020
Data is king. And, it has become the new support function for organizations ever since digitization has leapfrogged. Data management is becoming more necessary than ever to ensure its quality, accuracy, and integrity remain intact, all-around. That said, merely consolidating and managing data does not cut the mark anymore.
Big Data Test
Marketers rely too heavily on intuition rather than data in making customer-related decisions. A study found marketers depend on data for only 11% of decisions, with over half relying on past experience and intuition. However, consumer behaviors are changing rapidly, making past assumptions unreliable. Testing found almost half of marketers got statistical questions wrong, and only 6% answered all correctly. While 11% of marketers use a lot of data, consulting dashboards daily, they underperform due to a lack of statistical skills to use data effectively. Managers should look for marketers comfortable with ambiguity, able to ask strategic questions based on data, and focused on long-term goals, in order to filter out noise and apply the most relevant
Analysis OF marketers flunk big data test
It is an analysis of an article entitled Marketers Flunk the Big Data Test by Patrick Spenner and Anna Bird
Analysis of hbr article marketers flunk the big data test
Most managers rely too heavily on intuition and past experience rather than data when making decisions. Additionally, many marketers struggle with basic statistics. While some marketers overuse data and are constantly distracted by new information, the most successful marketers maintain a narrow focus on key goals and are able to filter out irrelevant noise. These high-performing marketers demonstrate an ability to ask strategic questions based on data while remaining comfortable with ambiguity.
Marketers Flunk the Big Data Test
The document discusses how most marketers today fail to make effective use of big data in decision making. While there has been a push towards more data-driven decisions, only 11% of customer decisions are actually based on data, with over half relying on intuition. Marketers also struggle with basic statistical concepts, with a test showing only 6% answered correctly. Simply collecting more data does not guarantee better decisions, as underperforming "data savvy" marketers often lack proper statistical skills or judgment. The document recommends marketers develop an ability to focus on higher goals and filter noise from data, and that managers seek a balance of intuition and data-based decisions.
Making Advanced Analytics Work for You
The document discusses ways that businesses can make advanced analytics and big data work for them. It notes that while data has become a key business asset, big data projects also carry risks if not properly managed. It recommends that businesses choose the right data, build models that optimize business outcomes, and transform company capabilities with analytical skills. Finally, it stresses that managers need creative ways to use new data sources and algorithms daily, while separating statistics experts from managers who use data-driven insights.
Performance management and agilty
The document discusses performance management and decision management. It argues that performance management primarily focuses on monitoring and supporting human decisions, while decision management makes system decisions more explicit. By combining both approaches, organizations can build "cockpits" rather than just dashboards to better monitor performance and control outcomes. Decision management involves automating decisions, exposing how systems make choices, and allowing experimentation to improve decisions over time. This gives businesses greater agility, control, and ability to better manage opportunities and risks.
Marketers flunk the big data test
The vast majority of marketers ignore data when making customer-related decisions, and those that do use data do so poorly. Only 11% of decisions are informed by data. Marketers also struggle with statistics, with 44% missing 4 out of 5 questions on a general statistics quiz. While big data is available, most marketers have not effectively used even small data. Focusing on goals and filtering noise is key, which only about 10% of marketers excel at. Collecting and analyzing the right small data that helps make intelligent decisions is more important than data size.
Week4day1
The document discusses how marketers struggle with using big data effectively to make decisions. While data-driven decision making is important, many marketers rely too heavily on gut feelings instead of properly analyzing and interpreting data. The best marketers are able to filter out noise by focusing on higher-level goals, being comfortable with ambiguity, and asking strategic questions of the data. To improve, marketing leaders should constantly reiterate business goals, teach marketers to center decisions around data, and help them avoid common mistakes in data interpretation.
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一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
毕业原版【微信:41543339】【(Harvard毕业证书)哈佛大学毕业证】【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！
State of Artificial intelligence Report 2023
Artificial intelligence (AI) is a multidisciplinary field of science and engineering whose goal is to create intelligent machines.
We believe that AI will be a force multiplier on technological progress in our increasingly digital, data-driven world. This is because everything around us today, ranging from culture to consumer products, is a product of intelligence.
The State of AI Report is now in its sixth year. Consider this report as a compilation of the most interesting things we’ve seen with a goal of triggering an informed conversation about the state of AI and its implication for the future.
We consider the following key dimensions in our report:
Research: Technology breakthroughs and their capabilities.
Industry: Areas of commercial application for AI and its business impact.
Politics: Regulation of AI, its economic implications and the evolving geopolitics of AI.
Safety: Identifying and mitigating catastrophic risks that highly-capable future AI systems could pose to us.
Predictions: What we believe will happen in the next 12 months and a 2022 performance review to keep us honest.
Population Growth in Bataan: The effects of population growth around rural pl...
A population analysis specific to Bataan.
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
毕业原版【微信:176555708】【(UCSB毕业证书)圣芭芭拉分校毕业证】【微信:176555708】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176555708】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176555708】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！
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
学校原件一模一样【微信：741003700 】《(英国UCA毕业证书)创意艺术大学毕业证》【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
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
毕业原版【微信:41543339】【(Chester毕业证书)切斯特大学毕业证】【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
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.
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
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！
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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
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(Coventry毕业证书)考文垂大学毕业证如何办理
毕业原版【微信:41543339】【(Coventry毕业证书)考文垂大学毕业证】【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(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
毕业原版【微信:41543339】【(牛布毕业证书)牛津布鲁克斯大学毕业证】【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！
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
by
Timothy Spann
Principal Developer Advocate
https://budapestdata.hu/2024/en/
https://budapestml.hu/2024/en/
tim.spann@zilliz.com
https://www.linkedin.com/in/timothyspann/
https://x.com/paasdev
https://github.com/tspannhw
https://www.youtube.com/@flank-stack
milvus
vector database
gen ai
generative ai
deep learning
machine learning
apache nifi
apache pulsar
apache kafka
apache flink
End-to-end pipeline agility - Berlin Buzzwords 2024
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
University of New South Wales degree offer diploma Transcript
澳洲UNSW毕业证书制作新南威尔士大学假文凭定制Q微168899991做UNSW留信网教留服认证海牙认证改UNSW成绩单GPA做UNSW假学位证假文凭高仿毕业证申请新南威尔士大学University of New South Wales degree offer diploma Transcript
DSSML24_tspann_CodelessGenerativeAIPipelines
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
毕业原版【微信:176555708】【(UMN毕业证书)明尼苏达大学毕业证】【微信:176555708】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176555708】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176555708】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！
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