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
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.
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/
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
1. Discussion: precautions based on disease transmission
Discussion: precautions based on disease transmission ON Discussion: precautions based
on disease transmissionAn experimental study was performed with undergraduate nursing
students in order to determine, between two methodologies, which is the best for learning
standard precautions and precautions based on disease transmission mechanisms
(Ramirez, 2018). Criteria which were controlled study were students that regularly
attended in two year nursing program and those that agreed and signed informed consent
to participate. This study has high controlled to study cause and effect with independent
and dependent variables. The independent variable is the undergraduate nursing students.
The variable is the self-instruction and clinical simulation on the topic of precautions.Quasi-
experimental research is quantitative research. The purpose of this quantitative, quasi-
experimental study was to compare student outcomes from the traditional clinical
education (TCE) model with those from the DEU model (George, 2017). DEU model is a
dedicated education unit. Students were given a choice of which model and not randomly
assigned to model. Student were given other choices in the start of the study proving that
this quasi-experimental research was partial control that studies the cause and effect of the
variable.Non-experimental research article is about nursing documentation. The study was
done with survey of nurses asking closed-ended question about the importance of nursing
documentation. This study is concerned non-experimental research because it has no
experiments on drug, treatment or procedure. The study showed nursing documentation to
be important to workflow and relevant to patient care.References:George, L. E., Locasto, L.
W., Pyo, K. A., & Cline, T. W. (2017). Effect of the dedicatededucation unit on nursing student
self-efficacy: A quasi-experimental research study. Nurse Education in Practice,
48. https://doi-org.lopes.idm.oclc.org/10.1016/j.nepr.2017.02.007Grand Canyon
University (Ed). (2018). Applied statistics for health care. Retrieved
from https://lc.gcumedia.com/hlt362v/applied-statistics…Kappes Ramirez, M. S. (2018).
Influence of undergraduate nursing student teaching methods on learning standard
precautions and transmission-based precautions: Experimental research. Nurse Education
Today, 61, 101-105. doi:10.1016/j.nedt.2017.11.007Petkovsek-Gregorin, R., & Skela-Savic,
B. (2015). Nurses’ perceptions and attitudes towards documentation in nursing/Stalisca
medicinskih sester o pomembnosti dokumentiranja v zdravstveni negi. Obzornik
Zdravstvene Nege, 49(2), 106-125. Retrieved fromYou must proofread your paper. But do
not strictly rely on your computer’s spell-checker and grammar-checker; failure to do so
indicates a lack of effort on your part and you can expect your grade to suffer accordingly.
2. Papers with numerous misspelled words and grammatical mistakes will be penalized. Read
over your paper – in silence and then aloud – before handing it in and make corrections as
necessary. Often it is advantageous to have a friend proofread your paper for obvious
errors. Handwritten corrections are preferable to uncorrected mistakes.Use a standard 10
to 12 point (10 to 12 characters per inch) typeface. Smaller or compressed type and papers
with small margins or single-spacing are hard to read. It is better to let your essay run over
the recommended number of pages than to try to compress it into fewer pages.Likewise,
large type, large margins, large indentations, triple-spacing, increased leading (space
between lines), increased kerning (space between letters), and any other such attempts at
“padding” to increase the length of a paper are unacceptable, wasteful of trees, and will not
fool your professor.The paper must be neatly formatted, double-spaced with a one-inch
margin on the top, bottom, and sides of each page. When submitting hard copy, be sure to
use white paper and print out using dark ink. If it is hard to read your essay, it will also be
hard to follow your argument.ADDITIONAL INSTRUCTIONS FOR THE CLASSDiscussion
Questions (DQ)Initial responses to the DQ should address all components of the questions
asked, include a minimum of one scholarly source, and be at least 250 words.Successful
responses are substantive (i.e., add something new to the discussion, engage others in the
discussion, well-developed idea) and include at least one scholarly source.One or two
sentence responses, simple statements of agreement or “good post,” and responses that are
off-topic will not count as substantive. Substantive responses should be at least 150 words.I
encourage you to incorporate the readings from the week (as applicable) into your
responses.Weekly ParticipationYour initial responses to the mandatory DQ do not count
toward participation and are graded separately.In addition to the DQ responses, you must
post at least one reply to peers (or me) on three separate days, for a total of three
replies.Participation posts do not require a scholarly source/citation (unless you cite
someone else’s work).Part of your weekly participation includes viewing the weekly
announcement and attesting to watching it in the comments. These announcements are
made to ensure you understand everything that is due during the week.APA Format and
Writing QualityFamiliarize yourself with APA format and practice using it correctly. It is
used for most writing assignments for your degree. Visit the Writing Center in the Student
Success Center, under the Resources tab in LoudCloud for APA paper templates, citation
examples, tips, etc. Points will be deducted for poor use of APA format or absence of APA
format (if required).Cite all sources of information! When in doubt, cite the source.
Paraphrasing also requires a citation.I highly recommend using the APA Publication Manual,
6th edition.Use of Direct QuotesI discourage overutilization of direct quotes in DQs and
assignments at the Masters’ level and deduct points accordingly.As Masters’ level students,
it is important that you be able to critically analyze and interpret information from journal
articles and other resources. Simply restating someone else’s words does not demonstrate
an understanding of the content or critical analysis of the content.It is best to paraphrase
content and cite your source.LopesWrite PolicyFor assignments that need to be submitted
to LopesWrite, please be sure you have received your report and Similarity Index (SI)
percentage BEFORE you do a “final submit” to me.Once you have received your report,
please review it. This report will show you grammatical, punctuation, and spelling errors
3. that can easily be fixed. Take the extra few minutes to review instead of getting counted off
for these mistakes.Review your similarities. Did you forget to cite something? Did you not
paraphrase well enough? Is your paper made up of someone else’s thoughts more than your
own?Visit the Writing Center in the Student Success Center, under the Resources tab in
LoudCloud for tips on improving your paper and SI score.Late PolicyThe university’s policy
on late assignments is 10% penalty PER DAY LATE. This also applies to late DQ
replies.Please communicate with me if you anticipate having to submit an assignment late. I
am happy to be flexible, with advance notice. We may be able to work out an extension
based on extenuating circumstances.If you do not communicate with me before submitting
an assignment late, the GCU late policy will be in effect.I do not accept assignments that are
two or more weeks late unless we have worked out an extension.As per policy, no
assignments are accepted after the last day of class. Any assignment submitted after
midnight on the last day of class will not be accepted for
grading.CommunicationCommunication is so very important. There are multiple ways to
communicate with me:Questions to Instructor Forum: This is a great place to ask course
content or assignment questions. If you have a question, there is a good chance one of your
peers does as well. This is a public forum for the class.Individual Forum: This is a private
forum to ask me questions or send me messages. This will be checked at least once every 24
hours.