Partner Susan Natland and Associate Jessica Sganga presented "How To Not Strike Out With The California Consumer Privacy Act (CCPA)," during our Knobbe Practice Series Data Privacy Webinar. Susan and Jessica discussed a practical roadmap both from a legal and operational perspective to understand and comply with the CCPA.
*Webinar* CCPA: Get Your Business ReadyMoEngage Inc.
The impact of non-compliance with the California Consumer Privacy Act (CCPA) could be severe! If you're a business owner or an executive responsible for data and compliance for your organization, this presentation by Marit Davey - Data Privacy Compliance Expert can be helpful.
Maximizing & Exploiting Big Data in Digital Media....LegallyMediaPost
Data, the gold of the online world, can be both an asset and a liability. Online tracking mechanisms and data matching/segmentation techniques have become far more sophisticated and make programmatic media buying more effective. 1st party and 3rd party data can be acquired and used for a wide variety of purposes. Regulators and lawmakers are slowly catching up and raising privacy and consumer protection concerns. Avoiding potential pitfalls should be a key strategic business decision for every player in the programmatic space using services through which data is collected and/or exploited. This session will discuss best practices for exploiting big data in the programmatic and digital media worlds in a compliant manner.
California Consumer Protection Act - Insight from Sia Partners Daniel Connor
This Insight article describes the requirements of the new law applicable to California residents as well as comparing it to the new European standards in GDPR.
What to expect from the New York Privacy ActVISTA InfoSec
In the recently proposed bill of the New York Privacy Act in the House and Senate, businesses may soon have to gear up for this new data privacy law. If enforced, the law may severely impact businesses, restricting their operations in the way how they collect, use and share consumer’s personal information throughout the State.
*Webinar* CCPA: Get Your Business ReadyMoEngage Inc.
The impact of non-compliance with the California Consumer Privacy Act (CCPA) could be severe! If you're a business owner or an executive responsible for data and compliance for your organization, this presentation by Marit Davey - Data Privacy Compliance Expert can be helpful.
Maximizing & Exploiting Big Data in Digital Media....LegallyMediaPost
Data, the gold of the online world, can be both an asset and a liability. Online tracking mechanisms and data matching/segmentation techniques have become far more sophisticated and make programmatic media buying more effective. 1st party and 3rd party data can be acquired and used for a wide variety of purposes. Regulators and lawmakers are slowly catching up and raising privacy and consumer protection concerns. Avoiding potential pitfalls should be a key strategic business decision for every player in the programmatic space using services through which data is collected and/or exploited. This session will discuss best practices for exploiting big data in the programmatic and digital media worlds in a compliant manner.
California Consumer Protection Act - Insight from Sia Partners Daniel Connor
This Insight article describes the requirements of the new law applicable to California residents as well as comparing it to the new European standards in GDPR.
What to expect from the New York Privacy ActVISTA InfoSec
In the recently proposed bill of the New York Privacy Act in the House and Senate, businesses may soon have to gear up for this new data privacy law. If enforced, the law may severely impact businesses, restricting their operations in the way how they collect, use and share consumer’s personal information throughout the State.
The DASHBOARD Act would impose several data-disclosure requirements on large companies that monetize online user data. The Act assumes a market failure of information asymmetry, where consumers undervalue their personal data. However, the evidence for this claim is indeterminate, and a lack of clarity on data property rights and liability could make corresponding rules difficult to enforce.
California Consumer Privacy Act - What You Need To KnowTokenEx
The California Consumer Privacy Act (AB 375, or CCPA for short) is a law passed by California’s state legislature in June of 2018. The new law will likely have major implications for organizations that obtain, process, or store the personal data of any California resident.
Data – the Lifeblood of the Affiliate Marketing industryAffiliate Summit
This presentation is from Affiliate Summit East 2014 (August 10-12, 2014 New York City).
Session Description: Like it or not, you’re in the ‘big data’ industry. I will discuss best practices, privacy concerns, and avoiding legal liability while maximizing opportunities when handling this precious commodity.
As a follow up to our recent GDPR event, we have compiled a few frequently asked questions and answers to help you further understand what is expected when GDPR is introduced on the 25th May 2018.
The European Union General Data Protection Regulation (“EU-GDPR”) will come into effect on May, 25th. Your company may think it does not have to worry about this because you are located in the United States, and you may be wrong. If your company processes or holds personal data for a person residing in a European Union country, your company will have to comply.
When introduced more than a decade ago, paperless billing was touted as an environmental savior; In the graphical report, we uncover the barriers to adoption organizations are facing today and sure, ways we can convert more customers to paperless.
Being Digital: Making Digital Real and RewardingCognizant
Businesses can 'do' digital by focusing on isolated initiatives. But to truly 'be' digital, they need to ensure they are digital to the core, and redefine the nature of customer centricity.
Watch the on-demand webinar: https://info.trustarc.com/WB-2019-10-23-CCPASurvivalGuideMasteringConsentDoNotSellConsumerRightsandLookBackRequirements_RegPage.html
The CCPA compliance deadline is fast approaching. Whether you are just starting, or have been working on your program for months, chances are you are having a lot of last minute implementation questions. Join this session to hear from a panel of industry experts who have been working on the front lines with companies of all sizes across all industries as they share tips and best practices on how to handle key aspects of CCPA compliance. You will also have the opportunity to ask the experts questions.
This webinar will provide:
-Tips on how to implement Do Not Sell and manage consumer rights requests
-Best practices and tools to support look back reporting requirements
-Updated guidance on the latest CCPA requirements changes
Update Your CCPA Plan with Practical Insights into the Proposed Regulations, ...TrustArc
Major developments related to the California Consumer Privacy Act (CCPA) were announced at the end of last week. On Thursday, October 10th California Attorney General Xavier Becerra released proposed regulations under the CCPA. The proposed regulations are intended to operationalize the CCPA and provide practical guidance to consumers and businesses subject to the law. California Governor Gavin Newsom followed with a legislative update on Friday, October 11th in which he announced that he had signed 6 privacy bills into law, including 5 amending the CCPA and a new law related to the CCPA requiring data broker registration.
View this webinar to gain valuable insights into:
-A review and analysis of the proposed CCPA implementing regulations, related amendments and the impact to your planning
-Tips and tools to operationalize complying with the CCPA, including - the four types of consumer notices, including the Do Not Sell notice; consumer privacy requests, security considerations and verification; training and record-keeping; special rules for personal information of minors; requirements for financial incentives including calculating data value, practices for employment data and B2B transactions; and much more
-Insights into what to expect after the public comment period closes on December 6, 2019
The DASHBOARD Act would impose several data-disclosure requirements on large companies that monetize online user data. The Act assumes a market failure of information asymmetry, where consumers undervalue their personal data. However, the evidence for this claim is indeterminate, and a lack of clarity on data property rights and liability could make corresponding rules difficult to enforce.
California Consumer Privacy Act - What You Need To KnowTokenEx
The California Consumer Privacy Act (AB 375, or CCPA for short) is a law passed by California’s state legislature in June of 2018. The new law will likely have major implications for organizations that obtain, process, or store the personal data of any California resident.
Data – the Lifeblood of the Affiliate Marketing industryAffiliate Summit
This presentation is from Affiliate Summit East 2014 (August 10-12, 2014 New York City).
Session Description: Like it or not, you’re in the ‘big data’ industry. I will discuss best practices, privacy concerns, and avoiding legal liability while maximizing opportunities when handling this precious commodity.
As a follow up to our recent GDPR event, we have compiled a few frequently asked questions and answers to help you further understand what is expected when GDPR is introduced on the 25th May 2018.
The European Union General Data Protection Regulation (“EU-GDPR”) will come into effect on May, 25th. Your company may think it does not have to worry about this because you are located in the United States, and you may be wrong. If your company processes or holds personal data for a person residing in a European Union country, your company will have to comply.
When introduced more than a decade ago, paperless billing was touted as an environmental savior; In the graphical report, we uncover the barriers to adoption organizations are facing today and sure, ways we can convert more customers to paperless.
Being Digital: Making Digital Real and RewardingCognizant
Businesses can 'do' digital by focusing on isolated initiatives. But to truly 'be' digital, they need to ensure they are digital to the core, and redefine the nature of customer centricity.
Watch the on-demand webinar: https://info.trustarc.com/WB-2019-10-23-CCPASurvivalGuideMasteringConsentDoNotSellConsumerRightsandLookBackRequirements_RegPage.html
The CCPA compliance deadline is fast approaching. Whether you are just starting, or have been working on your program for months, chances are you are having a lot of last minute implementation questions. Join this session to hear from a panel of industry experts who have been working on the front lines with companies of all sizes across all industries as they share tips and best practices on how to handle key aspects of CCPA compliance. You will also have the opportunity to ask the experts questions.
This webinar will provide:
-Tips on how to implement Do Not Sell and manage consumer rights requests
-Best practices and tools to support look back reporting requirements
-Updated guidance on the latest CCPA requirements changes
Update Your CCPA Plan with Practical Insights into the Proposed Regulations, ...TrustArc
Major developments related to the California Consumer Privacy Act (CCPA) were announced at the end of last week. On Thursday, October 10th California Attorney General Xavier Becerra released proposed regulations under the CCPA. The proposed regulations are intended to operationalize the CCPA and provide practical guidance to consumers and businesses subject to the law. California Governor Gavin Newsom followed with a legislative update on Friday, October 11th in which he announced that he had signed 6 privacy bills into law, including 5 amending the CCPA and a new law related to the CCPA requiring data broker registration.
View this webinar to gain valuable insights into:
-A review and analysis of the proposed CCPA implementing regulations, related amendments and the impact to your planning
-Tips and tools to operationalize complying with the CCPA, including - the four types of consumer notices, including the Do Not Sell notice; consumer privacy requests, security considerations and verification; training and record-keeping; special rules for personal information of minors; requirements for financial incentives including calculating data value, practices for employment data and B2B transactions; and much more
-Insights into what to expect after the public comment period closes on December 6, 2019
The presentation is about preparing for the upcoming Canadian Anti-Spam Legislation. Learn what CASL is, the timing of it’s implementation and how it will apply to commercial email. We will review specific case studies to better define consent requirements and exceptions to those requirements.
California Consumer Privacy Act: What your brand needs to knowOgilvy Health
Joe Youssef provides an insightful overview of the California Consumer Privacy Act (CCPA) that will take into effect in 2020. This presentation explores the key principles of the CCPA and how brands can prepare to ensure they are compliant with the policy.
Post-2020, the rise of social media platforms and third-party cookies tracking users across the internet generated massive volumes of personal data. The goal of cross-contextual advertising is simple: display relevant ads based on consumers' browsing history and preferences.
However, data is often collected, stored, and shared across organizations without knowledge or consent. At the same time, we see more and more regulations from governments and consumers questioning how companies use their data.
Preparing for Canadian Anti-Spam LegislationMarketo
The presentation is about preparing for the upcoming Canadian Anti-Spam Legislation. Learn what CASL is, the timing of it’s implementation and how it will apply to commercial email. We will review specific case studies to better define consent requirements and exceptions to those requirements.
The CCPA is set to be the toughest privacy law in the United States and a trailblazer for future state and potentially federal legislation. The Act expands the rights of consumers and requires businesses falling within its scope to be significantly more transparent about how they collect, use, and disclose personal information. Any business in scope are required to enhance their data management practices, expand their individual rights processes, and update their privacy policies by the 2020 deadline.
This webinar will review:
-10 step plan to reach CCPA compliance by the end of the year
-Key areas still under discussion and feedback from open forums
-How enforcement will work; private action and regulator enforcement
CAN-SPAM, COPPA, Do Not Call, Privacy Policies, Celebrity
Endorsements. This presentation contains top level summary of these pieces of legislation, provides links to source documentation, and multimedia elements to further explain the content. Enjoy!
Data Privacy Compliance (Series: Corporate & Regulatory Compliance Bootcamp)Financial Poise
All levels of society rely upon information technology systems. Network operations are pervasive and impact nearly every aspect of our society. The desire of companies to collect, use, store, and secure information about customers, employees, and other individuals is a requirement of the new economy. It is no wonder that the prevalence of electronic communications and a growing dependency on cyber structures and operations also create potential vulnerabilities to cyberattacks. It is critical to preserve information systems and address and prevent weaknesses in cyber protection efforts. This webinar examines the means for companies to reach data goals ethically, efficiently and legally. Best practices and model comprehensive privacy and cybersecurity policies are discussed. And, data breach response and related litigation, including class action litigation issues and fiduciary duty violations under corporate law, are discussed.
To view the accompanying webinar, go to: https://www.financialpoise.com/financial-poise-webinars/data-privacy-compliance-2019/
The Federal Corrupt Practices Act (“FCPA”) prohibits a U.S. company or person from bribing foreign government officials to obtain a business advantage. Along with this seemingly simple restriction comes accounting and record keeping requirements with which companies must comply. The FCPA requires the implementation of a compliance program which addresses FCPA concerns and establishes an FCPA corporate policy. This webinar covers the basics of the FCPA, including an introduction to the regulators, both the SEC and DOJ, and recent communications to the public regarding the FCPA from these regulatory bodies. The standards for a compliance program review is analyzed, including what makes a program current and effective as well as how often the program requires review. The role of a compliance coordinator is discussed, as is record keeping, training, and retaliation. Finally, meals and entertainment, gifts, travel, charitable contributions, and hiring are all discussed with reference to recent government actions and legal decisions.
To view the accompanying webinar, go to: https://www.financialpoise.com/financial-poise-webinars/foreign-corrupt-practices-act-2019/
Modern marketing has evolved. Digital buyers increasingly expect more personalized, tailored experiences; and through the use of cookies and similar technologies, marketers can access online data sets to help them to better understand their customers and meet these expectations.
For marketers working in a multi-channel, multi-market environment, the demand is even greater. You must be educated, engaging and integrated in your approach - and also be compliant in how you capture and use customer data in your marketing processes, across multiple countries with varying legislative requirements.
Learn more about this hot topic from the experts! Duncan Smith (CEO, iCompli), Autumn Tyr-Salvia (Email Strategy and Compliance Analyst, Marketo) and Liz Smyth (Marketing Director EMEA, Marketo) discuss:
• How marketing has evolved, and the ePrivacy demands this places on marketers
• How legislation and regulation impacts on day-to-day marketing processes
• ePrivacy Legislation – What’s current? What’s coming?
• The regulators' viewpoint – Who are they and what are they saying?
• How end-users perceive privacy issues
• Top things marketers need to know to be prepared
The CCPA has a big impact on the digital ecosystem, putting guidelines on personal information collection and post-data-acquisition data usage by businesses. CCPA compliance deadline commenced January 2020 and it’s critical to know how this will impact your business in order to avoid violations. If you haven’t started redoing your privacy policy, that’s your next step now that California residents have more control over what happens to their personal information that companies collect. We had a live Q&A session where we address your most burning questions and unpack the key requirements and considerations to keep in mind in order to stay compliant. See how CCPA impacts all advertisers, not just Californians.
Abbie Clement — GDPR, CCPA, ePrivacy: Which Data Laws Are Next and How the Ne...Semrush
These slides were presented at the SEMrush webinar "GDPR, CCPA, ePrivacy: Which Data Laws Are Next and How the New Privacy Landscape Will Affect Marketers". Video replay and transcript are available at https://www.semrush.com/webinars/gdpr-ccpa-eprivacy-which-data-laws-are-next-and-how-the-new-privacy-landscape-will-affect-marketers/
Symantec Webinar: Preparing for the California Consumer Privacy Act (CCPA)Symantec
On January 1, 2020, one of the strictest privacy laws in the US, the California Consumer Privacy Act (CCPA), will come into effect. What should governance, risk and compliance executives know in order to prepare for CCPA? Watch the on demand recording here: https://symc.ly/2Pn7tvW.
Here's a short presentation on the GDPR, first presented at the Morning Advertiser MA500 event in Edinburgh on 14th September. This is an overview regulations.
Business Law Training: Pushing CCPA Compliance Over the Finish Line: New Deve...Quarles & Brady
California’s passage of the California Consumer Privacy Act marks the first-of-its-kind comprehensive data privacy statute in the United States. Effective January 1, 2020, amendments are sitting on the Governor’s desk for signature, with new initiatives being discussed as we speak. What are the new developments? And at the end of the day, where do you need to be by December 31st? Join us for a lively discussion on the latest best practices for meeting the new data privacy requirements in California.
Hot Off the Press - Recent Cases & Decisions 2019Financial Poise
Webinar Series: LEGAL ETHICS – BEST PRACTICES 2019 - WINTER/SPRING
This webinar is for the lawyer- or anyone else- who wants to brush up on legal ethics in the business context. The panelists discuss recent and important case law in the area and explain how those decisions can have real word impact on the situations you may be involved in. Among others, the following ethical model rules are discussed: Rule 1.2-Scope of Representation and Allocation of Authority Between Client and Lawyer; Rule 1.7-Conflict of Interest: Current Clients; Rule 1.8-Conflict of Interest: Current Clients: Specific Rules; Rule 1.9-Duties to Former Client; and Rule 1.13-Organization as Client.
View On Demand Webinar: https://www.financialpoise.com/financial-poise-webinars/recent-cases-decisions-2019/
Similar to How to not strike out with the CCPA (20)
Partner Ben Anger discusses the latest developments and advanced strategies for PTAB practice, specifically focused on the petitioner side. Ben covers issues related to selecting the prior art, anticipation versus single-reference obviousness, motivation to combine, post-institution practice, and more.
Partners Susan Natland and Jessica Sganga discussed potential trademark and copyright issues in the emerging metaverse, including the surge in popularity of NFTs (non-fungible tokens) and how they may affect intellectual property protections. Get up-to-speed on the “hot” cases in this evolving area and get practical tips on how best to protect your intellectual property from infringement in this virtual space.
Speakers: Susan Natland, Jessica Sganga
Knobbe partners Jeff Van Hoosear (OC) Jason Jardine (SD) and associate Julia Hanson (SD) recently gave a presentation at San Diego Fashion week on intellectual property for designers and artists. The presentation explored what IP is, why it is important to designers, top 5 misconceptions, how to get a copyright, how to get a trademark and how to get a design patent.
Partner Mauricio Uribe continued the two-part, comprehensive discussion on responding to IP threats and assertions. The presentation focused on a more detailed exploration of the topic and strategic implications for various scenarios.
Speakers: Mauricio Uribe
Partners Melanie Seelig and Mauricio Uribe kicked off a two-part, comprehensive discussion on responding to IP threats and assertions. The presentation served as an introduction to the topic and provided more general information.
Speakers: Melanie Seelig and Mauricio Uribe
Partner Mauricio Uribe continued the two-part, comprehensive discussion on open-source software and third-party vendors. The presentation focused on a more detailed exploration of the topic and strategic implications for various scenarios.
Speakers: Mauricio Uribe
Partner Jason Gersting, Ph.D. moderated a panel of his peers in a discussion about learning how to identify the waves in current written description and enablement law and tips for smoothly riding them to expand, enhance and protect life sciences intellectual property rights. Panelists included Knobbe Martens partners Jessica Achtsam, Eric Furman, Ph.D., and Dan Altman.
Partner Mauricio Uribe kicked off a two-part, comprehensive discussion on open-source software and third-party vendors. The presentation served as an introduction to the topic and provided more general information.
Speakers: Mauricio Uribe
Partner Mauricio Uribe continued the two-part, comprehensive discussion on data privacy. The presentation focused on a more detailed exploration of the topic and strategic implications for various scenarios .
Speakers: Mauricio Uribe
Partner Mauricio Uribe kicked off a two-part, comprehensive discussion on data privacy. The presentation served as an introduction to the topic and provided more general information.
Speakers: Mauricio Uribe
Partners Mauricio Uribe and Vlad Lozan gave an informative presentation on design patent law in the United States. The partners provided best practices for filing and prosecuting design patents in the U.S. and techniques and strategies for including multiple design embodiments in design patent applications. They also discussed how to identify and protect visual elements in computer-related technologies and how to integrate design patents into a holistic intellectual property strategy.
Speakers: Mauricio Uribe, Vlad Lozan
Partners Melanie Seelig and Mauricio Uribe continued the two-part, comprehensive discussion on trade secrets. The presentation focused on a more detailed exploration of the topic and strategic implications for various scenarios .
Speakers: Melanie Seelig and Mauricio Uribe
Partners Melanie Seelig and Mauricio Uribe kicked off a two-part, comprehensive discussion on trade secrets. The presentation served as an introduction to the topic and provided more general information.
Speakers: Melanie Seelig and Mauricio Uribe
Partners Mauricio Uribe and Paul Stellman continued the two-part, comprehensive discussion of strategic planning for capturing and protecting intellectual property. The presentation focused on a more detailed exploration of the topic, diving into the best intellectual property portfolios and cost deferrable strategies to maximize intellectual property spend.
Speakers: Mauricio Uribe and Paul Stellmann
Partners Mauricio Uribe and Vlad Teplitskiy gave an informative presentation on strategic considerations for claim drafting electrical and telecommunications Inventions. The partners provided illustrative claim drafting examples and best practices for defining claim scope, as well as claim drafting strategies for avoiding or minimizing unintentional functional claiming.
Speakers: Mauricio Uribe, Vlad Teplitskiy
Partners Maria Stout and Paul Stellman kicked off a two-part, comprehensive discussion of strategic planning for capturing and protecting intellectual property. The presentation served as an introduction to the topic and provided more general information.
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Partners Melanie Seelig and Mauricio Uribe continued the two-part, comprehensive discussion of strategic considerations regarding employment and vendor agreements. The presentation focused on a more detailed exploration of managing employment and vendor agreements, follow-on agreements, and sample language and practical examples.
Speakers: Melanie Seelig and Mauricio Uribe
Partners Melanie Seelig and Maria Stout kicked off a two-part, comprehensive discussion of strategic intellectual property considerations regarding employment and vendor agreements. This presentation served as an introduction to the topic and provided more general information.
Speakers: Melanie Seelig and Maria Stout
Knobbe Practice Japan Webinar Series
Partner Mauricio Uribe provided a detailed discussion focused on advanced patent claim drafting techniques for artificial intelligence technologies and related applications. The discussion covered: claim drafting techniques to capture different aspects of artificial intelligence/machine learning technologies; considerations for detecting infringement and possible alternative trade secret protection in the United States; and considerations for patent subject matter eligibility under Section 101.
This was the second and more advanced part of the webinar on understanding and protecting artificial intelligence and machine learning technologies. If you missed the introductory webinar on this topic, you can view the recording here.
Speakers: Mauricio Uribe and Kenny Masaki
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The Building Blocks of QuestDB, a Time Series Databasejavier ramirez
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
Adjusting OpenMP PageRank : SHORT REPORT / NOTESSubhajit Sahu
For massive graphs that fit in RAM, but not in GPU memory, it is possible to take
advantage of a shared memory system with multiple CPUs, each with multiple cores, to
accelerate pagerank computation. If the NUMA architecture of the system is properly taken
into account with good vertex partitioning, the speedup can be significant. To take steps in
this direction, experiments are conducted to implement pagerank in OpenMP using two
different approaches, uniform and hybrid. The uniform approach runs all primitives required
for pagerank in OpenMP mode (with multiple threads). On the other hand, the hybrid
approach runs certain primitives in sequential mode (i.e., sumAt, multiply).
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfEnterprise Wired
In this guide, we'll explore the key considerations and features to look for when choosing a Trusted analytics platform that meets your organization's needs and delivers actionable intelligence you can trust.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.