The focus group provided useful insights into the target audience's magazine reading habits and preferences. Key findings include: young women don't frequently buy magazines, so the magazine needs exciting content to encourage purchases; bright colors attract initial attention but preferences varied from online surveys; most were interested in a regional fashion/beauty magazine but including other topics could broaden appeal; interactive Q&As are appealing alongside long-form articles; and featuring global trends adapted for the local area could build trust while supporting small local brands through discounts. The group also felt a male model on the cover could draw attention by challenging conventions.
StarCompliance is a leading firm specializing in the recovery of stolen cryptocurrency. Our comprehensive services are designed to assist individuals and organizations in navigating the complex process of fraud reporting, investigation, and fund recovery. We combine cutting-edge technology with expert legal support to provide a robust solution for victims of crypto theft.
Our Services Include:
Reporting to Tracking Authorities:
We immediately notify all relevant centralized exchanges (CEX), decentralized exchanges (DEX), and wallet providers about the stolen cryptocurrency. This ensures that the stolen assets are flagged as scam transactions, making it impossible for the thief to use them.
Assistance with Filing Police Reports:
We guide you through the process of filing a valid police report. Our support team provides detailed instructions on which police department to contact and helps you complete the necessary paperwork within the critical 72-hour window.
Launching the Refund Process:
Our team of experienced lawyers can initiate lawsuits on your behalf and represent you in various jurisdictions around the world. They work diligently to recover your stolen funds and ensure that justice is served.
At StarCompliance, we understand the urgency and stress involved in dealing with cryptocurrency theft. Our dedicated team works quickly and efficiently to provide you with the support and expertise needed to recover your assets. Trust us to be your partner in navigating the complexities of the crypto world and safeguarding your investments.
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
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.
Show drafts
volume_up
Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
5. The first thing that we did was give a little introduction to our group
of volunteers about what the focus group was for and why we were
doing it, it was important that they all had a full understanding of
why we were doing what we were and what our aims and objectives
were.
We chose to discuss with a group of 7 but kept this with only girls,
we did this because our target audience is specifically females so we
felt it unnecessary to ask any questions to any males as they aren’t
who we are appealing our magazine for and therefore could
potentially have pointed us in the wrong direction for our final copy.
All of the people involved in the focus group are 17/18 which doesn’t
cover our entire demographic but they are the type of people we are
aiming our magazine at and we were limited in choice with who we
could ask to volunteer to help us.
6. My first question allowed me to understand the frequency of how often
these people were reading magazines, and if never, why not! This enabled
us to have an overview into how often our target market might want our
magazine to be published, weekly, monthly, quarterly etc. This question also
helped us understand if our target market would only be interested in
reading our magazine if it was free whilst they were in a waiting room or
somewhere similar or if they would specifically go out to purchase out
magazine. These results made us realise that young women don’t buy as
many magazines as we had previously believed and therefore it is essential
to make our magazine exciting in order for them to want to go out and
purchase it. We believe that the fact our magazine will be relevant to the
area that our audience live in will encourage them to go out and buy it
because they cam specifically relate to it and it is relevant to them and their
everyday lives. One of the reason they don’t currently go out and purchase
magazines as often could possibly be because there is nothing currently on
the market exactly like what we are going to offer and what they will be
looking for.
7. The next question made us realise that what attracted people most to a
magazine initially is its appearance! Which makes sense since this is the
first thing our audience would see when stood in a shop looking at all
the different magazine there already are, they can’t stand and read the
headlines and featured of articles of every single one to decide which
one they might want to purchase! One of our volunteers said that she
loves to see bright and bold colours in a magazine as this draws her
attention to it, this is controversial to the results of our online
questionnaire which makes us have to question what kind of colour
palette we will decide to go for. A few also agreed that incentives are a
big pull factor in purchasing magazines which tells us that we definitely
need to try and include some form of student discounts as our online
questionnaire gave us the exact same result about this. Advertising this
on the cover too would entice people into wanting to buy our magazine
because they are getting something out of it, not just a read.
8. The next question was extremely important because it
was about the physical topic of our magazine and
therefore it was important that they would be interested
in reading this. All of the girls except one said they
would definitely be interested in a regional fashion and
beauty magazine, it was interesting to have the result
that one wouldn’t be interested because that’s not the
type of thing she’s into and therefore would not benefit
from the magazine. This makes us question whether we
should include another feature in our magazine to
broaden our target audience and make the magazine
appeal to more than just the ‘girly girl’ type. It would be
extremely controversial and interesting to include a
sports feature into our magazine as this combination
doesn’t already exist on the market so this could be
something we may consider.
9. The next results were very much met in the middle as
there was an equal number of both of these results. A
Q&A can be more interesting as it is more interactive
and you can easily look and find the questions you
want to read the answer to rather than have to read a
whole article to find the one part you were interested
in. However, it can become repetitive and boring just
reading over questions and answers, we could
possibly consider including an article that features a
Q&A to appeal to all of our audience and also keep
our magazine fun, interesting and slightly different.
10. Our volunteers agreed that it could be interesting to go
against conventions and feature a male model on the front
of our cover. This would support the very current topic of
gender being neutral and trends not being explicit to either
men or women, both men and women being able to express
themselves freely. Doing this would make our magazine
interesting and draw attention to it for keeping up with and
supporting current topics in the news and media. So a man
on the front cover of a fashion and beauty magazine in full
glam could be very interesting and appealing to our
audience as they are a younger demographic and very much
support these controversial current topics.
11. This response was welcomed as it will mean we will be able to use
fashion and beauty tips on a global scale and therefore appeal to a
larger audience yet apply it to Leicester so that they can feel as
though they are able to dress the same as big celebrities featured in
the media and follow along with high fashion trends. Doing this
would also makes our audience feel as though they can trust our
magazine as they can see these types of trends in the current media
and see how they can get the exact same looks from our very own
high street stores. We could suggest where they buys these looks
from in and around Leicester by supporting smaller local brands and
boutiques rather than your typical big name brands like Topshop
and Urban Outfitters. As we will be promoting smaller local brands
this will keep our magazine to be locally focused but may also
allows us to team up with these companies to offer our readers
special discounts, this would appeal to them as they are a slightly
younger demographic and both our focus group and final
questionnaire told us that our audience would be more inclined to
read our magazine if there were certain incentives.