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Information security involves protecting information and systems from unauthorized access, use, disclosure, disruption or destruction. It aims to ensure the confidentiality, integrity and availability of information through technical, administrative and physical controls. The most common principles of information security are confidentiality, integrity, availability, authenticity, non-repudiation and accountability. Access controls like identification, authentication and authorization help enforce security policies and protect information based on user roles and permissions. Cryptography also plays an important role through encryption to render data unusable without authorization. Information security requires an ongoing, layered approach to safeguard information throughout its lifecycle.
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The document summarizes the key aspects of the Massachusetts Data Privacy Rules, including:
1) It outlines the scope, requirements, and compliance deadlines of the new rules regarding developing a comprehensive written information security program and heightened computer system security requirements.
2) It describes the rules around breach reporting requirements, including what constitutes a breach and who must be notified.
3) It provides an overview of actions organizations should take to ensure compliance, such as forming a compliance team, reviewing policies, encrypting devices, and training employees.
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The Data Protection Act was introduced in 1984 and updated in 1998 to protect personal privacy with increasing computer technology. It requires those processing personal data to comply with eight principles, including ensuring data is fairly and lawfully processed, accurate, not excessive, not kept longer than needed, and subject to individual rights. It established the Information Commissioner's Office to oversee the Act.
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Despite efforts to implement information risk management systems, data breaches still occur frequently, especially internally. This is likely due to issues at both the systems and people levels. At the systems level, there are often too many different management systems that are not integrated, resulting in overlapping controls. At the people level, under-awareness of risks and demotivation from inefficient controls can undermine protection efforts. A successful information risk management approach requires addressing both technical and human aspects through coordinated strategies around governance, culture, procedures and technology.
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Recent surveys benchmarking the status of U.S. companies' efforts to meet the May 25 deadline for the EU Global Data Protection Regulation (GDPR) have revealed a startling lack of preparedness.
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View to learn:
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--Short, medium, and long-term actions you can take to protect regulated data and achieve compliance
--How you can streamline incident response and third-party risk management capabilities
--How to streamline the resources and technology needed to keep up with the evolving regulatory landscape
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From the 24th of October 2002, the Data Protection Act 1998, which applies to local government, NHS Trusts, Schools, Universities and all UK organisations who process personal information, comes into full force. The Data Protection Act 1998 gives people more rights to have their personal information handled fairly, to object to certain types of processing and to have access to any information held about them.
Who should attend:
These briefings have been designed for those who are responsible for the implementation of the Data Protection Act 1998. The practical as well as the theory will be dealt with and attendees will have the opportunity to discuss Data Protection business issues with experts and other delegates.
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Morning session - Introduction
a) The Data Protection Act and its Principles
b) Responsibilities
c) Policies and Notification
d) Dealing with sub-contractors
e) Subject Access
f) Manual Records
g) Human Resource
Afternoon Session - Auditing
a) Do you need to Audit?
b) How to Audit
c) Do you know what data you process?
d) Reviewing Responsibilities
e) Procedures and Processes
f) Putting Things Right
g) Demonstrating Compliance
About the eBusiness Club
This training day is being organised as part of the eBusiness Club activities managed on behalf of the Chamber on Merseyside by MERIT (NW) Ltd and supported by leading public and private sector partners. The Merseyside eBusiness club will assist members to achieve the best possible results from their ICT and eBusiness systems. At the same time they will learn about innovations in the market place and hear directly from the leading voices in the industry
Full details about the eBusiness Club can be found online at www.merit.org.uk/ebusinessclub or alternatively by contacting Ian Bulmer, eBusiness Club Co-ordinator, MERIT (NW) Ltd, One Old Hall Street, Liverpool. L3 9HG. Tel: 0151 285 1400 email: ebusinessclub@merit.org.uk
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This document discusses security concepts related to databases and data. It defines several types of security that organizations implement to protect operations, including physical security, personnel security, operations security, communications security, network security, and information security. It also discusses personal data protection laws, data security definitions and concepts, types of database backups that can be performed, security at the server, network and operating system levels, data encryption, and the importance of database auditing and monitoring for security and accountability.
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Abstract—As organizations increase their reliance on, possibly distributed, information systems for daily business, they become more
vulnerable to security breaches even as they gain productivity and efficiency advantages. Though a number of techniques, such as
encryption and electronic signatures, are currently available to protect data when transmitted across sites, a truly comprehensive
approach for data protection must also include mechanisms for enforcing access control policies based on data contents, subject
qualifications and characteristics, and other relevant contextual information, such as time. It is well understood today that the
semantics of data must be taken into account in order to specify effective access control policies. Also, techniques for data integrity
and availability specifically tailored to database systems must be adopted. In this respect, over the years the database security
community has developed a number of different techniques and approaches to assure data confidentiality, integrity, and availability.
However, despite such advances, the database security area faces several new challenges. Factors such as the evolution of security
concerns, the “disintermediation” of access to data, new computing paradigms and applications, such as grid-based computing and on-
demand business, have introduced both new security requirements and new contexts in which to apply and possibly extend current
approaches. In this paper, we first survey the most relevant concepts underlying the notion of database security and summarize the
most well-known techniques. We focus on access control systems, on which a large body of research has been devoted, and describe
the key access control models, namely, the discretionary and mandatory access control models, and the role-based access control
(RBAC) model. We also discuss security for advanced data management systems, and cover topics such as access control for XML.
We then discuss current challenges for database security and some preliminary approaches that address some of these challenges.
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�
1 INTRODUCTION
AS organizations increase their adoption of databasesystems as the key data management technology for
day-to-day operations and decision making, the security of
data managed by these systems becomes crucial. Damage
and misuse of data affect not only a single user or
application, but may have disastrous consequences on the
entire organization. The recent rapid proliferation of Web-
based applications and information systems have further
increased the risk exposure of databases and, thus, data
protection is today more crucial than ever. It is also
important to appreciate that data needs to be protected
not only from external threats, but also from insider threats ...
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Importance of data information policy and regulation in the business
Lack of awareness of the potential risks related to data security and privacy incidents.
Lack of sincere efforts from organization in educating employees on data privacy and security issues.
No robust framework in place on sharing information in a cross-border situation and its implication
No effective policy for preventing the leaking or stealing of information
Privacy frameworks relying on individuals “notice and consent” are neither sustainable and nor desirable due to the burden they place on individuals
Customers are in dark on how their data is being stored and used by the organization. Likewise, they are not aware how their data is being interpreted by the businesses for competitive edge.
Protecting Donor Privacy
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The EU Global Data Protection Regulation (GDPR) and New York State Cybersecurity Requirements for Financial Services Companies (23 NYCRR 500) represent a landmark change in the global data protection space. While they originate in different countries and apply to different organizations, their primary message is the same:
Protect your data, or pay a steep price. More specifically, protect the sensitive data you collect from customers.
With deadlines looming, is your organization ready?
The time to act is now. Read more to learn:
--Key mandates and minimum requirements for compliance
--Why a comprehensive data-centric security strategy is invaluable to all data protection and data privacy efforts
--How you can gauge your organization’s incident response capabilities
--How to extend your focus beyond the organization’s figurative four walls to ensure requirements are met throughout your supply chain
The first New York requirements deadline has arrived. With the next deadline of mandates only 6 months away, you don't want to fall behind and leave your organization at risk for potential penalties and fines.
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1) It outlines the scope, requirements, and compliance deadlines of the new rules regarding developing a comprehensive written information security program and heightened computer system security requirements.
2) It describes the rules around breach reporting requirements, including what constitutes a breach and who must be notified.
3) It provides an overview of actions organizations should take to ensure compliance, such as forming a compliance team, reviewing policies, encrypting devices, and training employees.
Solutions for privacy, disclosure and encryption
Trend Micro provides data protection solutions to help organizations meet privacy, disclosure, and encryption compliance requirements. Their solutions include data loss prevention software to monitor and protect confidential data across systems, and email encryption to securely transmit sensitive information. The document discusses challenges around accuracy, usability, and cost-effectiveness that these solutions aim to address through policy-based monitoring, automatic detection and protection of data, and integration with existing infrastructure.
Data Risks In A Digital Age
This document discusses privacy and security risks in the digital age and strategies for managing those risks. It outlines increasing regulation at the federal, state, and international levels related to data breaches and privacy. This has led organizations to undertake multiple, siloed compliance efforts. The document proposes a unified approach to information security compliance that addresses all legal requirements and uses popular standards. It also discusses how risk transfer through insurance can help organizations manage security and privacy risks.
Data protection act new 13 12-11
The Data Protection Act was introduced in 1984 and updated in 1998 to protect personal privacy with increasing computer technology. It requires those processing personal data to comply with eight principles, including ensuring data is fairly and lawfully processed, accurate, not excessive, not kept longer than needed, and subject to individual rights. It established the Information Commissioner's Office to oversee the Act.
Understanding the UAE Personal Data Protection Law
The UAE Personal Data Protection Law applies to the processing of personal data by data controllers and processors operating within the UAE, regardless of whether the processing takes place electronically or through traditional means. The law seeks to strike a balance between enabling the free flow of data for legitimate purposes while safeguarding individuals' right to privacy.
Information Risk Management Overview
Despite efforts to implement information risk management systems, data breaches still occur frequently, especially internally. This is likely due to issues at both the systems and people levels. At the systems level, there are often too many different management systems that are not integrated, resulting in overlapping controls. At the people level, under-awareness of risks and demotivation from inefficient controls can undermine protection efforts. A successful information risk management approach requires addressing both technical and human aspects through coordinated strategies around governance, culture, procedures and technology.
Auditing your EU entities for data protection compliance 5661651 1
The document discusses conducting an audit of an organization's EU entities for compliance with EU data protection laws. It provides an overview of key topics to cover in an audit, including analyzing the roles of entities as controllers or processors, auditing data and data flows, policies and procedures, and contracts. The audit aims to assess compliance with laws and policies, identify gaps, and minimize risks.
Keep Calm and Comply: 3 Keys to GDPR Success
Recent surveys benchmarking the status of U.S. companies' efforts to meet the May 25 deadline for the EU Global Data Protection Regulation (GDPR) have revealed a startling lack of preparedness.
Companies not yet in compliance are likely to violate the directive if they don’t take immediate action, and fines can amount to 2-4 percent of a company’s annual gross revenue. Do you have the resources and information you need to comply?
View to learn:
--What GDPR means to your business
--Short, medium, and long-term actions you can take to protect regulated data and achieve compliance
--How you can streamline incident response and third-party risk management capabilities
--How to streamline the resources and technology needed to keep up with the evolving regulatory landscape
Don't fall behind on these compliance regulations. Take the steps needed to protect the data you collect.
The Summary Guide to Compliance with the Kenya Data Protection Law
The Data Protection Act 2019, was enacted on November 8th, 2019, ushering a new era of accountability and responsibility with regard to processing of personal data and information. Naturally, there has been a resurrection of the chatter around data protection in increasingly data-driven social and economic settings. The question on everyone’s mind being what does this mean for me?
Merit Event - Understanding and Managing Data Protection
From the 24th of October 2002, the Data Protection Act 1998, which applies to local government, NHS Trusts, Schools, Universities and all UK organisations who process personal information, comes into full force. The Data Protection Act 1998 gives people more rights to have their personal information handled fairly, to object to certain types of processing and to have access to any information held about them.
Who should attend:
These briefings have been designed for those who are responsible for the implementation of the Data Protection Act 1998. The practical as well as the theory will be dealt with and attendees will have the opportunity to discuss Data Protection business issues with experts and other delegates.
Briefing Content:
Morning session - Introduction
a) The Data Protection Act and its Principles
b) Responsibilities
c) Policies and Notification
d) Dealing with sub-contractors
e) Subject Access
f) Manual Records
g) Human Resource
Afternoon Session - Auditing
a) Do you need to Audit?
b) How to Audit
c) Do you know what data you process?
d) Reviewing Responsibilities
e) Procedures and Processes
f) Putting Things Right
g) Demonstrating Compliance
About the eBusiness Club
This training day is being organised as part of the eBusiness Club activities managed on behalf of the Chamber on Merseyside by MERIT (NW) Ltd and supported by leading public and private sector partners. The Merseyside eBusiness club will assist members to achieve the best possible results from their ICT and eBusiness systems. At the same time they will learn about innovations in the market place and hear directly from the leading voices in the industry
Full details about the eBusiness Club can be found online at www.merit.org.uk/ebusinessclub or alternatively by contacting Ian Bulmer, eBusiness Club Co-ordinator, MERIT (NW) Ltd, One Old Hall Street, Liverpool. L3 9HG. Tel: 0151 285 1400 email: ebusinessclub@merit.org.uk
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This document discusses security concepts related to databases and data. It defines several types of security that organizations implement to protect operations, including physical security, personnel security, operations security, communications security, network security, and information security. It also discusses personal data protection laws, data security definitions and concepts, types of database backups that can be performed, security at the server, network and operating system levels, data encryption, and the importance of database auditing and monitoring for security and accountability.
The New Massachusetts Privacy Rules V4
The document summarizes the key aspects of the new Massachusetts Data Privacy Rules, including the requirements for organizations to develop a comprehensive written information security program, computer system security requirements, and breach reporting requirements. It provides an overview of the scope and goals of the rules, as well as actions organizations should take to ensure compliance, such as forming an implementation team, reviewing policies, encrypting devices, and training employees.
The New Massachusetts Privacy Rules V4
The document summarizes the key aspects of the new Massachusetts Data Privacy Rules, including the requirements for organizations to develop a comprehensive written information security program, implement computer system security measures, and report data breaches. It outlines the rules' scope, compliance deadlines, and enforcement consequences for non-compliance. Suggested next steps for organizations to achieve compliance are also provided.
The New Massachusetts Privacy Rules V4
The document summarizes the key aspects of the new Massachusetts Data Privacy Rules, including the scope, requirements, and enforcement. It outlines that the rules require companies that own or license personal information of Massachusetts residents to implement a comprehensive written information security program (cWISP) and meet specific computer system security requirements. It also details the breach reporting requirements if personal information is accessed without authorization. Non-compliance can result in enforcement actions and penalties by the Massachusetts Attorney General.
Workplace Investigations - Safeguarding Sensitive Information with Care.pdf
Explore best practices for handling sensitive information during workplace investigations and provide practical guidance on ensuring compliance with data protection laws and ethical standards.
Database Security—Concepts,Approaches, and ChallengesElisa
Database Security—Concepts,
Approaches, and Challenges
Elisa Bertino, Fellow, IEEE, and Ravi Sandhu, Fellow, IEEE
Abstract—As organizations increase their reliance on, possibly distributed, information systems for daily business, they become more
vulnerable to security breaches even as they gain productivity and efficiency advantages. Though a number of techniques, such as
encryption and electronic signatures, are currently available to protect data when transmitted across sites, a truly comprehensive
approach for data protection must also include mechanisms for enforcing access control policies based on data contents, subject
qualifications and characteristics, and other relevant contextual information, such as time. It is well understood today that the
semantics of data must be taken into account in order to specify effective access control policies. Also, techniques for data integrity
and availability specifically tailored to database systems must be adopted. In this respect, over the years the database security
community has developed a number of different techniques and approaches to assure data confidentiality, integrity, and availability.
However, despite such advances, the database security area faces several new challenges. Factors such as the evolution of security
concerns, the “disintermediation” of access to data, new computing paradigms and applications, such as grid-based computing and on-
demand business, have introduced both new security requirements and new contexts in which to apply and possibly extend current
approaches. In this paper, we first survey the most relevant concepts underlying the notion of database security and summarize the
most well-known techniques. We focus on access control systems, on which a large body of research has been devoted, and describe
the key access control models, namely, the discretionary and mandatory access control models, and the role-based access control
(RBAC) model. We also discuss security for advanced data management systems, and cover topics such as access control for XML.
We then discuss current challenges for database security and some preliminary approaches that address some of these challenges.
Index Terms—Data confindentiality, data privacy, relational and object databases, XML.
�
1 INTRODUCTION
AS organizations increase their adoption of databasesystems as the key data management technology for
day-to-day operations and decision making, the security of
data managed by these systems becomes crucial. Damage
and misuse of data affect not only a single user or
application, but may have disastrous consequences on the
entire organization. The recent rapid proliferation of Web-
based applications and information systems have further
increased the risk exposure of databases and, thus, data
protection is today more crucial than ever. It is also
important to appreciate that data needs to be protected
not only from external threats, but also from insider threats ...
Data Management Regulation Up To Date Policy.pptx
Importance of data information policy and regulation in the business
Lack of awareness of the potential risks related to data security and privacy incidents.
Lack of sincere efforts from organization in educating employees on data privacy and security issues.
No robust framework in place on sharing information in a cross-border situation and its implication
No effective policy for preventing the leaking or stealing of information
Privacy frameworks relying on individuals “notice and consent” are neither sustainable and nor desirable due to the burden they place on individuals
Customers are in dark on how their data is being stored and used by the organization. Likewise, they are not aware how their data is being interpreted by the businesses for competitive edge.
Protecting Donor Privacy
Higher education institutions experience more data breaches than any other industry. The document discusses privacy and security laws and regulations that apply to higher education such as FERPA, GLB, and state privacy laws. It provides recommendations for developing a comprehensive privacy program including inventorying information assets, assessing risks, reviewing policies, training employees, and monitoring compliance.
Addressing the EU GDPR & New York Cybersecurity Requirements: 3 Keys to Success
The EU Global Data Protection Regulation (GDPR) and New York State Cybersecurity Requirements for Financial Services Companies (23 NYCRR 500) represent a landmark change in the global data protection space. While they originate in different countries and apply to different organizations, their primary message is the same:
Protect your data, or pay a steep price. More specifically, protect the sensitive data you collect from customers.
With deadlines looming, is your organization ready?
The time to act is now. Read more to learn:
--Key mandates and minimum requirements for compliance
--Why a comprehensive data-centric security strategy is invaluable to all data protection and data privacy efforts
--How you can gauge your organization’s incident response capabilities
--How to extend your focus beyond the organization’s figurative four walls to ensure requirements are met throughout your supply chain
The first New York requirements deadline has arrived. With the next deadline of mandates only 6 months away, you don't want to fall behind and leave your organization at risk for potential penalties and fines.
Documents, documents and more documents - is it time to spring clean? - Ahmor...
The document discusses the importance of having a proper records retention and management policy in place. It notes that many laws require retaining certain records for specific periods of time. Without a clear policy, a business risks non-compliance, inability to find important records quickly, and lack of evidence to defend themselves in legal proceedings. The document provides advice on conducting an audit of current records, developing policies for records, emails and electronic evidence, and creating records retention schedules.
Similar to Data infographic - 3.pdf (20)
The New Massachusetts Privacy Rules (February 2, 2010)
The New Massachusetts Privacy Rules (February 2, 2010)
Understanding the UAE Personal Data Protection Law
Understanding the UAE Personal Data Protection Law
Auditing your EU entities for data protection compliance 5661651 1
Auditing your EU entities for data protection compliance 5661651 1
The Summary Guide to Compliance with the Kenya Data Protection Law
The Summary Guide to Compliance with the Kenya Data Protection Law
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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
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
学校原件一模一样【微信：741003700 】《(unimelb毕业证书)墨尔本大学毕业证》【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(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
毕业原版【微信:176555708】【(GWU,GW毕业证书)乔治·华盛顿大学毕业证】【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！
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.
原版一比一弗林德斯大学毕业证(Flinders毕业证书)如何办理
原版制作【微信:41543339】【弗林德斯大学毕业证(Flinders毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（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
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(UO毕业证)渥太华大学毕业证如何办理
UO毕业证录取书【微信95270640】购买（渥太华大学毕业证成绩单硕士学历）Q微信95270640代办UO学历认证留信网伪造渥太华大学学位证书精仿渥太华大学本科/硕士文凭证书补办渥太华大学 diplomaoffer,Transcript购买渥太华大学毕业证成绩单购买UO假毕业证学位证书购买伪造渥太华大学文凭证书学位证书,专业办理雅思、托福成绩单，学生ID卡，在读证明，海外各大学offer录取通知书，毕业证书，成绩单，文凭等材料:1:1完美还原毕业证、offer录取通知书、学生卡等各种在读或毕业材料的防伪工艺（包括 烫金、烫银、钢印、底纹、凹凸版、水印、防伪光标、热敏防伪、文字图案浮雕，激光镭射，紫外荧光，温感光标）学校原版上有的工艺我们一样不会少，不论是老版本还是最新版本，都能保证最高程度还原，力争完美以求让所有同学都能享受到完美的品质服务。
文凭办理流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：微信95270640我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。
7完成交易删除客户资料
高精端提供以下服务：
一：渥太华大学渥太华大学毕业证文凭证书全套材料从防伪到印刷水印底纹到钢印烫金
二：真实使馆认证（留学人员回国证明）使馆存档
三：真实教育部认证教育部存档教育部留服网站可查
四：留信认证留学生信息网站可查
五：与学校颁发的相关证件1:1纸质尺寸制定（定期向各大院校毕业生购买最新版本毕,业证成绩单保证您拿到的是鲁昂大学内部最新版本毕业证成绩单微信95270640）
A.为什么留学生需要操作留信认证?
留信认证全称全国留学生信息服务网认证,隶属于北京中科院。①留信认证门槛条件更低,费用更美丽,并且包过,完单周期短,效率高②留信认证虽然不能去国企,但是一般的公司都没有问题,因为国内很多公司连基本的留学生学历认证都不了解。这对于留学生来说,这就比自己光拿一个证书更有说服力,因为留学学历可以在留信网站上进行查询!
B.为什么我们提供的毕业证成绩单具有使用价值？
查询留服认证是国内鉴别留学生海外学历的唯一途径但认证只是个体行为不是所有留学生都操作所以没有办理认证的留学生的学历在国内也是查询不到的他们也仅仅只有一张文凭。所以这时候我们提供的和学校颁发的一模一样的毕业证成绩单就有了使用价值。只硕大的蛇皮袋手里拎着长铁钩正站在门口朝黑色的屋内张望不好坏人小偷山娃一怔却也灵机一动立马仰起头双手拢在嘴边朝楼上大喊：“爸爸爸——有人找——那人一听朝山娃尴尬地笑笑悻悻地走了山娃立马“嘭的一声将铁门锁死心却咚咚地乱跳当山娃跟父亲说起这事时父亲很吃惊抚摸着山娃的头说还好醒得及时要不家早被人掏空了到时连电视也没得看啰不过父亲还是夸山娃能临危不乱随机应变有胆有谋山娃笑笑说那都是书上学的看童话和小说时多
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！
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版制作【微信:41543339】【利兹贝克特大学毕业证(LeedsBeckett毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（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(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！
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.
Experts live - Improving user adoption with AI
Bekijk de slides van onze sessie Enhancing Modern Workplace Efficiency op Experts Live 2024.
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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
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06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
Data infographic - 3.pdf
- 1. 02 04 06 01 03 05 H T T P S : / / D A T A P R O T E C T I O N P E O P L E . C O M / F i n d o u t m o r e a t : Compliance with the data protection legislation in the context of other pieces of legislation such as the Privacy and Electronic Communications Regulations. Data quality assurance - ensuring that information is accurate, complete and up-to-date, adequate, relevant and not excessive. Compliance with individual’s rights, such as subject access requests. Mechanisms for ensuring that information is obtained and processed fairly, lawfully and transparently. Documentation on authorized use of systems, e.g. codes of practice, guidelines etc. Data minimization – ensuring that a minimum of data is collected and not retained any longer than is necessary. Aims of data protection compliance audits Data Protection & Information Security Experts 0113 869 1290 info@dataprotectionpeople.com