Meeting the data management challenges of MiFID II
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The compliance deadline for Markets in Financial Instruments Directive II (MiFID II) has been pushed back a year to January 2018, giving financial institutions within its scope an opportunity to take a strategic rather than tactical approach to implementation. But whatever the approach, the scale of the regulation is large and the data management challenge complex, requiring firms to work on compliance solutions well ahead of the deadline. Join the webinar to find out more about: -Regulatory guidance -Progress on data management -Outstanding challenges -Best practice approaches -Meeting the deadline
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Intro To The FIX Protocol presented at BarCampNYC3
The document provides an overview of the FIX (Financial Information eXchange) protocol, including:
1) FIX is a messaging standard used for real-time electronic exchange of securities transaction data between institutional investors, broker-dealers, exchanges, and other financial services organizations.
2) It is used to distribute market data, send orders, receive trade confirmations, and more.
3) The protocol is governed by FIX Protocol, Ltd and supports various financial instruments and regions worldwide.
Big Data in Stock Exchange( HFT, Forex, Flash Crashes)
Little presentation of using Big Data and HFT in Stock Exchange and Forex and potential problems from trades executed by black-box trading. New future for stockbrokers.
Fix protocol an introduction (r motie)
The document provides an overview of the FIX (Financial Information eXchange) protocol. It describes FIX as a standard developed for electronic trading that uses tag-value pairs to communicate orders, executions and other financial transactions. The document outlines the key components of FIX messages including the header, body and trailer. It also explains the session and application layers, with the session layer handling connectivity and the application layer containing the actual trading messages and data.
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The impact of MiFID II on your OTC derivatives trading business
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The third generation of mobile voice recording smart guide
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Bovill Briefing Introducing MiFID II September 2014
Bovill Briefing Introducing MiFID II September 2014
Intro To The FIX Protocol presented at BarCampNYC3
Intro To The FIX Protocol presented at BarCampNYC3
Big Data in Stock Exchange( HFT, Forex, Flash Crashes)
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Similar to Meeting the data management challenges of MiFID II
How to leverage a market data inventory platform for enterprise-wide gains
What do global heads of market data thinking about the best ways of managing costs?
What are the considerations, strengths and weaknesses of a market data inventory platform?
Join us on a webinar where we reveal the findings from our survey including:
-How to best manage market data costs
-The functions and capabilities to look for in market data spend management software
-The pitfalls of using legacy inventory platforms
Solvency II Update: Are we effectively meeting the regulatory data requirement?
This document summarizes a webinar on Solvency II regulatory data requirements. It introduces the moderator and three panel members who are experts on Solvency II compliance from HSBC, Thomson Reuters, and EDMworks. The webinar covers insurers' progress in meeting the January 2016 deadline, their readiness for the April reporting deadline, pain points around data management and look-through requirements, approaches to improve automation and reduce costs, and how streamlined compliance delivers business benefits. Upcoming events from the organizer are also promoted.
How to maximise data sources created by MiFID II
This document contains information about an upcoming webinar on maximizing data sources created by MiFID II. It provides details on the panel members and their areas of expertise regarding MiFID II data. Additionally, it lists the talking points that will be discussed during the webinar, including challenges of integrating new data sources, how firms are using the data, and opportunities for using MiFID II data. Finally, it provides information on upcoming events from A-Team Group.
The art of implementing data lineage
Data lineage is a regulatory and internal requirement with potential to deliver significant operational and business benefits, but financial institutions can find it difficult to implement and complex to maintain as systems and regulatory requirements themselves, change quickly. The importance of understanding where the true source of the data is coming from, where the data flows to and what has changed cannot be overstated. The webinar defines data lineage and discuss implementation through the eyes of those that have implemented and sustained successful lineage solutions with significant benefits.
Listen to the webinar to find out about:
- Data management for data lineage
- Winning buy-in for projects
- Best practice implementation
- Operational and business benefits
- Expert practitioner advice
MiFID II revisited
Markets in Financial Instruments Directive II (MiFID II) went live over three months ago, requiring financial institutions to make significant changes to their data management processes. The webinar will discuss how these processes held up on the compliance deadline, January 3, 2018, identify which elements of data management need to be revisited, and consider the outlook for reporting in the year ahead.
Register for the webinar to find out about:
Day 1 data management
Outstanding challenges
Replacing workarounds
Progress on reporting
The MiFID II year ahead
How to establish a sustainable solution for data lineage
The implementation of data lineage is complex but necessary, driven by regulation such as BCBS 239 and internal needs to gain a better understanding of risk, reduce systems complexity and eliminate duplicate data and processes. The webinar will discuss the essential elements of data lineage, how they can be implemented, and the beneficial outcomes of a successful and sustainable data lineage programme.
Join the webinar to find out about:
Requirements for data lineage
Data and management issues
Metadata in data lineage
Supporting technology
Business benefits
Putting data management processes in place for MiFID II
The January 2018 compliance deadline for Markets in Financial Instruments Directive II (MiFID II) is approaching fast, so how ready are financial institutions to meet the directive’s requirements, what data management processes should they be prioritising to ensure compliance, and what outstanding challenges do they face? Also, what do regulators expect firms to have in place by the compliance deadline?
Join the webinar to find out about:
-State of play on MiFID II
-Priority data management processes
-Outstanding data challenges
-Regulators’ expectations
-Benefits of compliance
SlideshareData management implications of the Fundamental Review of the Tradi...
Fundamental Review of the Trading Book (FRTB) is two years away. Significant data management changes and challenges presented by the regulation call for an early start on implementation. The webinar will discuss the challenges of FRTB and provide practical guidance on how best to achieve efficient and effective compliance.
Join the webinar to find out about:
- The requirements of FRTB
- Data management challenges
- Best practice approaches
- Benefits of compliance
- Expert implementation guidance
Solving the data management challenges of FRTB
Despite the compliance deadline of the Fundamental Review of the Trading Book (FRTB) being pushed back to January 2022 by many national regulators, the time to address the data management challenges of the regulation is now. The webinar will discuss key elements of FRTB – including risk models, liquidity horizons and data sourcing for risk calculations, back testing and hedging – and consider the data management challenges these present. It will also identify solutions to the challenges and consider how best they can be implemented and to what advantage.
Join the webinar to find out about:
-FRTB requirements
-Data management challenges
-Technology solutions
-Best practice implementation
Benefits beyond compliance
Tracxn Big Data Analytics Landscape Report, June 2016
New Enterprise Associates, Andreessen Horowitz, Accel Partners, Intel Capital and Khosla Ventures are the top 5 investors in big data analytics, with over 10 investments each.
Get to grips with FRTB data and data management requirements
The Fundamental Review of the Trading Book (FRTB) sets out a revised market risk framework and proposals to improve capital requirements. Although the regulation’s compliance deadline is 18 months away and some details have yet to be finalised, financial institutions need to be preparing now as FRTB is complex, presents significant data management challenges and could have a considerable impact on trading desks.
Join the webinar to find out about:
-State of play on FRTB
-Key data management challenges
-Approaches to compliance
-Technology solutions
-Impact on trading desks
MiFID II – Research Unbundling, Permissioning and Commission Sharing Arrangem...
MiFID II makes sweeping changes to the investment market’s research regime, requiring unbundling and implementing new requirements around permissioning and commission sharing arrangements. This webinar will discuss data, solutions and services needed to segregate research consumption in accordance with MiFID II. It will also consider how practitioners are powering research related workflows, applications and business processes, and how both sell-side and buy-side firms can show transparency and demonstrate compliance.
Join the webinar to find out about:
-The MiFID II research regime
-Challenges presented by change
-Approaches to compliance
-Benefits of successful implementation
-Expert advice on unbundling
Webianr: GDPR: How to build a data protection framework
Are you ready for the General Data Protection Regulation (GDPR)?
With the GDPR deadline less than two years away, the pressure is on for organizations to understand how they will comply. Proper data management is part of the answer, but tying these efforts into a data governance framework to manage data protection is key to meeting – and sustaining – GDPR compliance.
In this webinar we will discuss:
-What GDPR is and the impact it has on data management
-Why a sustainable framework is key to getting GDPR right
-The five steps to establishing a data protection framework
-How to ensure ongoing compliance
The latest on identifiers and standards in data management – LEIs, ISINs, CFI...
The concept of data standardisation is gaining ground as financial firms tackle mounting regulatory requirements while seeking to improve efficiency and reduce costs. Identifiers such as Legal Entity Identifiers (LEIs) and International Securities Identification Numbers (ISINs), and classification codes such as Classification of Financial Instruments (CFI) codes, provide some standardisation to data management, particularly for regulatory reporting, but what next and what are the challenges and opportunities of data standardisation?
Register for the webinar to find out about:
-The latest on identifiers and standards
-Regulatory requirements for standard data
-How to use identifiers and standards to best advantage
-Challenges of ongoing data standardisation
-Potential benefits of increased standardisation
The Big Data Revolution: The Next Generation of Finance
- The document discusses how big data is revolutionizing the financial services industry by providing access to large volumes of new data sources. It describes how big data can provide opportunities for CFOs to play a greater strategic role through data-driven decision making, risk management, and discovering new business opportunities.
- Transforming into a big data-driven organization requires adopting a new data operating model, developing leading-edge IT architectures, and instilling a culture of innovation. This allows CFOs to realize tangible cost savings while gaining strategic insights.
To be MiFID II or not to be? Approaches for 2018 and who is ready?
A candid review of the state of the market, which countries will transpose Markets in Financial Instruments Directive II (MiFID II) on time and who will be ready to meet the compliance deadline of 3 January 2018? The webinar will provide valuable insights into how customers are addressing the challenges of MiFID II and what more needs to be done to get firms over the finishing line.
Join the webinar to find out about:
-Whether implementation will be on time
-Which countries are ahead and why?
-What sectors are ready or will soon be ready
-How 2018 will look and what changes can we expect
-What firms should focus on now for 2018
Four categories of entity data quality management
The document summarizes a webinar on four categories of entity data quality management. It includes an introduction to the topic, descriptions of the panel members and their areas of expertise, a list of talking points to be covered such as the challenges of entity data management and how cognitive technologies can help, and announcements about upcoming events from the webinar organizer.
Webinar: The opportunities and challenges of open source symbology
Open source symbology initiatives that offer free access to unique identifiers designed to help financial institutions manage information from financial instruments to events and people are emerging in capital markets. Their aim is to overcome the complexity of managing multiple vendor and proprietary identifiers, and deliver a single open identifier set that can simplify data management, improve data aggregation, eliminate redundant mapping processes and reduce operational risk. The theory is sound, but what are the practicalities of implementing open source symbology and how widely is it being adopted?
Listen to the webinar to learn more about:
-Open symbology initiatives
-Emerging open identifiers
-Operational benefits
-Implementation challenges
-Future development
Solvency II Data Management Handbook
The document is a handbook on Solvency II data management published by A-Team Group. It provides an overview of Solvency II, explaining that the regulation aims to harmonize European insurance regulation and create a stable industry driven by risk management. It impacts insurers, asset managers, and custodians. The three pillars of Solvency II (capital requirements, governance/supervision, and reporting) create significant data management requirements. Insurers must have access to granular pricing, valuation, and reference data to meet requirements under the pillars. Asset managers must also provide transparency on investments held on behalf of insurers to meet "look-through" requirements. The handbook examines the various data issues and challenges
Analysis of big data and analytics market in latin america
The document provides an analysis of the Big Data and analytics market in Latin America, with a focus on Brazil, Colombia, and Mexico. It finds that the combined market for these three countries was $538 million in 2015 and is expected to reach $1.96 billion by 2020, growing at a CAGR of 29.4%. The biggest challenges facing the market are a lack of data governance and Big Data skills. However, increased competition and the growth of IoT are driving more organizations to adopt Big Data analytics to gain insights from large, diverse datasets.
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How to leverage a market data inventory platform for enterprise-wide gains
How to leverage a market data inventory platform for enterprise-wide gains
Solvency II Update: Are we effectively meeting the regulatory data requirement?
Solvency II Update: Are we effectively meeting the regulatory data requirement?
How to establish a sustainable solution for data lineage
How to establish a sustainable solution for data lineage
Putting data management processes in place for MiFID II
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SlideshareData management implications of the Fundamental Review of the Tradi...
SlideshareData management implications of the Fundamental Review of the Tradi...
Tracxn Big Data Analytics Landscape Report, June 2016
Tracxn Big Data Analytics Landscape Report, June 2016
Get to grips with FRTB data and data management requirements
Get to grips with FRTB data and data management requirements
MiFID II – Research Unbundling, Permissioning and Commission Sharing Arrangem...
MiFID II – Research Unbundling, Permissioning and Commission Sharing Arrangem...
Webianr: GDPR: How to build a data protection framework
Webianr: GDPR: How to build a data protection framework
The latest on identifiers and standards in data management – LEIs, ISINs, CFI...
The latest on identifiers and standards in data management – LEIs, ISINs, CFI...
The Big Data Revolution: The Next Generation of Finance
The Big Data Revolution: The Next Generation of Finance
To be MiFID II or not to be? Approaches for 2018 and who is ready?
To be MiFID II or not to be? Approaches for 2018 and who is ready?
Webinar: The opportunities and challenges of open source symbology
Webinar: The opportunities and challenges of open source symbology
Analysis of big data and analytics market in latin america
Analysis of big data and analytics market in latin america
More from Leigh Hill
Data Science & Analytics – New approaches and capabilities for driving busine...
Financial institutions are under pressure to maximise the insight they can derive from their data. With data spread across multiple silos and stored in both structured and unstructured formats, embedding analytics into business processes can be difficult and calls for new approaches to data management.
Open source database and data processing technologies, as well as machine learning techniques including Natural Language Processing (NLP), provide new approaches to advanced analytics. Metadata management, knowledge graphs, data discovery, quality metrics and data visualisation tools are also useful for adding context to data and providing insight, although winning buy in and business ownership for new tools is an ongoing challenge.
Managing data privacy, content license restrictions and security is a critical concern when using data for analytics, and must be addressed in the early stages of any analytics project.
This webinar will discuss data science and how it is driving new approaches and solutions to business analytics.
Listen to the webinar to find out:
-The role of the data scientist in analytics
-How to add data sources into workflows
-How to integrate quality data with analytics
-How to gain insight from data
-How to manage data privacy and security
-Necessary tools, technologies and techniques
Data Standards – progress and case studies
Global data standards and identifiers are essential to business growth, market stability and cost reduction – but they can be challenging to implement, while a lack of consistency across jurisdictions has presented obstacles to global take-up.
However, with regulators starting to sit up and take note, the issue of data standards is coming increasingly to the fore. The FICC Markets Standards Board (FMSB) in its latest Spotlight Review warned that if markets are to remain stable and trusted, fair and effective, then the rapid growth of new technology and of data science must be balanced with more effective governance and control – notably through the widespread use of data standards.
Following on from A-Team Group’s in-depth discussion earlier this year on ‘Data Standards and Identifiers: Where are the helping and what more can be done?’ this webinar brings you the latest updates on progress: including a review of current industry developments around data standards and identifiers including the FIGI, LEI, UPI, ISINs, Cusips and more, and how they have helped firms meet regulatory requirements thus far.
It explores the challenge in adopting these standards, the most urgent pressures facing firms in terms of adoption, and how the industry can further engage in the standard-setting process.
Presenting a range of detailed and specific use cases defining practical illustrations of adoption and execution, the webinar is a must for anyone with an interest in the security, accuracy, timeliness and integrity of data for the smooth running of the financial markets.
Listen to this webinar to find more about:
-Industry progress on data standards and identifiers such as the FIGI, LEI, UPI, ISINs, Cusips
-Case studies on how standards are being used
-Challenges to adoption and barriers to implementation
-The role of standards in a digital and data driven world
How to run effective client onboarding and KYC processes
Increasing cost, complexity and regulatory change continue to challenge firms implementing client onboarding and Know Your Customer (KYC) systems. With an effective strategy and a clearly defined pathway, it’s possible to gain a valuable competitive advantage whilst meeting those all-important compliance requirements. But how to get there?
With a myriad of different options out there and a clamour of information attempting to be heard, the practical implementation of a coherent client onboarding strategy can be challenging – especially in today’s environment, where both banks and their clients are attempting to acclimatise to a whole new way of working.
Data is a crucial cog in this wheel – and for many financial institutions, this can throw up a seemingly insurmountable barrier, with much in-house data still siloed, frequently uncategorised, and often disorganised. Learning how to source, cleanse and effectively govern operational and onboarding data is a vital step in the KYC process, and one that requires a holistic data strategy in order to implement.
This webinar explores how to most effectively streamline and improve your client onboarding and KYC processes in order to meet today’s complex regulatory requirements and leverage increasingly pressing commercial imperatives. Join us to:
-Evaluate the obstacles to effective onboarding and learn how to address them
-Explore the latest developments in onboarding innovation and automation
-Discover the benefits and cost savings available through streamlined KYC processes
-Investigate the best ways of aggregating and effectively managing your onboarding and operational data
-Identify best practice and create a path forward.
Adopting Entity Data Hierarchies to Address Holistic Risk Management
Firms across the board are struggling to gain a comprehensive view of their counterparty risk. In the wake of the Credit Crisis, regulators have increased their focus on pushing firms to not only better understand risk exposure, but also be able to provide evidence of the analysis they use to create their view of risk.
Entity identification has emerged as a key requirement for firms seeking to understand the links between investment securities, issuers, counterparties and risk measures. But creating entity hierarchies – which are required to link legal entities, counterparties and issuers with securities, thereby establishing beneficial ownership – remains a challenge.
Despite great strides, such as the adoption of the global legal entity identifier (LEI), firms continue to be hamstrung by data issues in their attempts to address credit and counterparty risk. The complexity of operations and reliance on multiple data sources have proven to be key factors that add layers of difficulty.
This webinar will examine the challenges associated with mapping, managing and visualizing the data sets needed to create a holistic view of market, country and counterparty risk. The panellists will discuss what data and technology are needed to address legal entity hierarchies and country of risk, using a proactive and robust approach to data mapping. This will include examples from both the buy and sell sides. Finally, the speakers will provide guidance on how to approach a top-down strategy for entity data management.
Best Practices for Integrated Regulatory Reporting Across Multiple Jurisdictions
The regulatory reporting obligations of financial institutions have mushroomed in scale over the past decade, leaving firms facing a raft of different requirements to provide increasingly granular metrics on their transaction, valuation and collateral data to a number of regulatory authorities. While many of these reports draw from the same core data set, the nuanced differences in requirement across regulatory jurisdictions is creating a complex, highly fragmented and administratively burdensome challenge for many financial institutions, particularly those with activities in multiple jurisdictions.
Today Tier 1 or Tier 2 buy- and sell-side institutions need to provide a significant number of reporting data fields to licensed trade repositories to meet their obligations under a range of reporting regulations – ASIC, CFTC, EMIR, HKMA, MAS, MiFID II, SFTR – across global markets in credit, commodities, equities, foreign exchange, interest rates and exchange-traded derivatives.
For regulated entities, the challenge is to report as efficiently as possible, ensuring consistency across the relevant regulatory jurisdictions, minimizing risk of misreporting, and centralizing audit trails and exceptions management.
This webinar looks at the challenges facing institutions as they seek to establish an integrated approach to regulatory risk reporting. It discusses the specific issues facing both buy- and sell-side institutions, and includes examples of how firms have approached trade reporting across the key regulations they face. In particular, the webinar will address best practices for establishing a full reporting work flow including:
-Data management
-Submission
-Reconciliation
-Monitoring
Last minute preparations for SFTR: What still needs to be done and are we ready?
This document summarizes an upcoming webinar on preparations for the Securities Financing Transactions Regulation (SFTR). The webinar will feature a moderator and four panel members with expertise in areas like securities lending, regulatory initiatives, and reference data. They will discuss key topics organizations should focus on to prepare for SFTR like reference data requirements, security ratings, industry testing delays, direct vs delegated reporting, and expectations for compliance. Challenges around gathering and enriching reference data will also be addressed, as will potential pitfalls to watch for after the April 2022 implementation date.
Data lineage – how to ensure you can deliver the right information, to the ri...
Data lineage is critical to digital transformation, business decisions and regulatory compliance. It is also difficult to implement at scale, not only because large quantities of data across numerous systems must be inventoried and tracked, but also because the data is not static and needs context to make sense to the business.
If you are a data management practitioner working on data lineage, or if your organisation continually fails to get the right information to the right people at the right time, this webinar is for you. It will discuss how to build successful data lineage, the need for automation, and the resources required. It will also identify potential breaking points and detail how they can be avoided or resolved. Finally, it will review the significant business and operational gains of effective implementation.
Listen to the webinar to find out more about:
-Critical use cases of data lineage
-Approaches to building lineage
-Solutions and tools to ease the task
-Breaking points and resolutions
-Benefits of successful implementation
Client Experience and Onboarding For Transfer Agents: How to ensure you deliv...
Clients expect you to seamlessly deliver a range of transfer services. They expect you to delight their investors and ensure you have a robust onboarding and compliance process in place. They also want you to help them ensure they comply with shareholding obligations and corporate actions.
With digital expectations becoming ever higher, how will you and your firm beat the competition? Join this exclusive webinar to learn how the market leaders are excelling and why digitalising your onboarding and client experience is key to your future success.
The webinar will consider:
How transfer agents can deliver a seamless client experience
-The need to digitalise onboarding and client experience
-Technologies and tools to support digitalisation
-How to build competitive advantage
-The benefits of digitalisation beyond compliance
How to capture and manage complete and accurate customer data
The document discusses the process of developing a new product from start to finish. It outlines 9 key steps: conducting market research, developing a business plan, designing the product, creating a prototype, testing and refining the prototype, manufacturing the product, marketing and distributing the product, selling the product, and getting customer feedback to improve future products. The overall goal is to bring a new product from concept to market through this comprehensive 9-step process.
Moving the trading technology stack to the cloud
The document provides information about an upcoming conference called RegTech Insight USA 2022 that will take place from May 16-18th in New York City. The conference will bring together regulators, financial institutions, and technology companies to discuss innovative regulatory technologies and their ability to advance compliance functions. A variety of speakers will provide insights on key issues related to regtech and discussions will cover themes such as artificial intelligence, blockchain, and data management.
FRTB: The time to get your data in order is now
Fundamental Review of the Trading Book (FRTB) regulation requires firms within its scope to source significant amounts of data, some of which has not previously been required and is difficult to pin down.
The data management challenges of the regulation’s Internal Model Approach (IMA) to market risk capital calculations include ongoing P&L attribution, back testing and identifying whether risk factors are modellable or non-modellable based on real price data that can be difficult to source, particularly in OTC markets with little transparency.
The Standardised Approach (SA) to market risk is also overhauled by FRTB, requiring large banks to take a sensitivity-based approach to market risk and adopt the regulation’s expected shortfall standard risk measure and redefine boundaries between banking and trading books.
This webinar will discuss these and other data challenges of FRTB, consider how required data can be sourced and managed, and outline best practice approaches to compliance.
Listen to the webinar to find out everything you need to know about:
-The data requirements of FRTB
Challenges presented by these requirements
-Modellable and non-modellable risk factors (NMRFs)
-Best practice approaches to successful data sourcing
-Technology and partner solutions to support compliance
How to exploit the opportunities of alternative data
Alternative data is emerging as a key component of buy-side firms’ efforts to seek out new investment opportunities, for many filling the gap left by the unbundling of sell-side research from execution. By tapping into unique, non-traditional data sets, hedge funds and quantitative fund managers hope to exploit unfound opportunities before they hit the mainstream.
But sourcing, evaluating, integrating and using alternative data is a non-trivial exercise. Many providers of alternative data are experts in their field, but inexpert when it comes to data provision. Alternative data sets may be incomplete or unverifiable; they may be unstructured in format and difficult to integrate; they may include data that isn’t permitted for redistribution under new privacy rules. And there may be limited or no archive available for back-testing.
This webinar will discuss the issues around selecting and deploying alternative data, and detail steps investment managers can take to exploit the opportunities presented by the data. It will also identify best practice approaches to using the data and highlight its criticality going forward.
Register for the webinar to find about more about:
-The benefits of using alternative data
-Examples of alternative data and their use cases
-The challenges of selecting and deploying alternative data sets
-Best practices that deliver successful outcomes
FRTB: Laying the groundwork for compliance 6 June 2019
The webinar aimed to provide an overview of the Fundamental Review of the Trading Book (FRTB) regulation and discuss challenges for compliance. It featured a moderator and three panel members with expertise in FRTB implementation at major banks. They planned to cover the requirements and timeline of FRTB, progress of financial institutions, implications of the standardized and internal model approaches, data challenges, and tools to support compliance. The webinar would help attendees understand how FRTB differs from prior market risk rules and prepare for its upcoming implementation deadlines.
An update on data standards and global identifiers
The importance of data standards and global identifiers continues to be emphasised by both capital markets participants and their regulators. But how much progress is actually being made in developing and implementing standards that will improve data quality for better business decisions, provide regulators with a clearer view of systemic risk, and ensure more stable markets?
This webinar will review the state of play on data standards and global identifiers such as the LEI, ISIN, CUSIP and CFI code, consider the challenges of extending standardisation, and discuss the broad potential of an industry that adopts data standards to the greatest possible extent.
It will also offer guidance on how your organisation can implement data standards and global identifiers not only to fulfill regulatory requirements, but also to drive down costs, drive up data quality and deliver business opportunities.
Register for the webinar to find out more about:
-Progress on data standards and global identifiers
-Challenges to ongoing development and deployment
-Regulatory and business use cases of standard data
-The potential of widespread adoption across industry
-How your organisation could benefit from data standards
Data lineage to drive compliance and as a business imperative
The importance of data lineage has escalated in recent years in response to regulatory demand and increased business understanding of the benefits it can deliver. Like all capital markets technology, data lineage presents both challenges and opportunities, so how best can it be implemented and sustained? And how can your organisation reap the rewards of successful implementation?
This webinar will outline data lineage, its progress towards automation, and why it is so important from both a regulatory and business perspective. It will also provide advice on how to select a solution and step-by-step guidance on how to implement and integrate data lineage. Finally, the webinar will discuss how to manage data lineage to ensure regulatory compliance, deliver business benefits and plan for the future.
Register for the webinar to find out more about:
-The importance of data lineage in capital markets
-How to select a solution for your organisation
-Approaches to implementation and integration
-How to achieve sustainable regulatory compliance
-The business benefits of successful implementation
Operational Change Management Under Brexit
The UK's departure from the EU - whatever the eventual terms - presents financial institutions of all types operating within Europe with a huge change management challenge.
Deciding where to locate which activities, how to organise them corporately and legally, how to deploy data and technology to effect the change, and finally how to manage the process of meeting the Brexit challenge; all of these contribute to a significant operational headache that needs to be addressed rapidly.
Firms of all kinds need to grasp what’s involved in setting up EU entities so they can participate in the post-Brexit single market. They need to understand where liquidity may reside in the post-Brexit venue landscape, how to access it, and how to deliver on their best execution policies.
This webinar will discuss the impact of Brexit on financial institutions' operations across the board and discusses best approaches given the current paucity of information on requirements and obligations.
Balancing compliance and value in data management initiatives
Over the past few years, about 90% of data management has been dedicated to the operational requirements of data governance and regulatory compliance, but this is changing rapidly as financial institutions look to exploit and drive business value from data.
At a growing number of institutions, close to 70% of data management resource is focused on understanding data and implementing analytics that help the business work faster, smarter and identify new opportunities.
How can you shift the balance between operations and business analytics safely and successfully, and ensure investment in data management initiatives delivers proportionate business value?
Join this webinar to find out more about:
-The shift from operations to business led data management
-Ongoing challenges and solutions of regulatory compliance
-How to identify value in data and drive business benefit
-Approaches to balancing operational and business needs
-Technology tools and solutions to sustain the balance
-Ensuring return on investment in data management initiatives
Regtech: How to digitalise the customer experience with KYC and AML Innovation
How can ‘digitalising’ client onboarding help to speed up data processing and improve customer experience? How can you leverage digital capabilities to improve your Know Your Customer (KYC) and Anti-Money Laundering (AML) workflows, processes and checks?
The task is not easy for financial institutions that have large, complex, legacy ecosystems, and standalone solutions and processes.
However, all is not lost, with the emergence of specialist regtech providers that can help you leap frog heritage infrastructure and deploy new and improved workflows, systems and applications.
This webinar will gauge the extent of digitalisation across onboarding, KYC and AML, review the latest market developments, and explore the capabilities of regtech tools that can help you solve the problems inherent in today’s onboarding processes, and enhance customer experience.
If your organisation is working to improve customer experience, register for this webinar to find out more about:
-The state of play on digitalising customer experience
-Problems caused by legacy and standalone systems
-Best practice approaches to digitalisation
-Regtech tools that innovate KYC and AML processes
-Guidance on how to set and achieve your goals
Fast, Cheap, State of the Art: Optimising Execution Quality using Cloud Data,...
Trade execution is critical to competitive advantage, so how can it be optimised, what challenges does it present and what types of approaches and technologies can firms implement to resolve any problems?
This webinar will consider new approaches to the old problems of optimised execution, the role of new technologies including artificial intelligence (AI) in improvement, and how to implement and integrate tools and technologies to build an efficient and cost-effective technology stack.
It will also take a look into the future and discuss additional technologies and developments that could be added to the stack for even better decision making and execution going forward.
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Balancing the use of personal data required by Markets in Financial Instruments Directive II (MiFID) as part of its transparency regime with the personal data protection rules set out in General Data Protection Regulation (GDPR) is a tough task – tell us everything, but keep it secret – that many financial institutions are struggling with. How can they store personal data for five or seven years as required by MiFID II when GDPR states that data should be kept for no longer than necessary? And how can they respond to data subjects’ requests to exercise the right to be forgotten under GDPR when the transparency requirements of MiFID II allow no such thing?
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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！
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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！
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！
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
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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
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
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(Unimelb毕业证书)墨尔本大学毕业证如何办理
原版制作【微信:41543339】【(Unimelb毕业证书)墨尔本大学毕业证】【微信:41543339】《成绩单、外壳、雅思、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进口机器一比一制作，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.
The Ipsos - AI - Monitor 2024 Report.pdf
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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.
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- 2. FROM DataManagementReview.comNovember 3, 2016 Moderator: Sarah Underwood, Editor, A-Team Group
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