Cryptography

Discover the power of your breath to manage your mind and experience instant peace & calm. Join a 60-minute free Workshop and get a glimpse of the Sudarshan KriyaTM- The breathing technique that is revolutionizing the lives of millions. What you’ll discover at ‘Beyond Breath’ ✔ A taste of the Sudarshan KriyaTM, a breathing technique taught in the Happiness Program ✔ An instant energy booster that awakens & relaxes your mind - Take it home and practice daily! ✔ The peace & calm of a unique guided meditation ✔ Secret keys to manage your mind ✔ The power of surrounding yourself with positive, like-minded people. You can use your breath to master your thoughts and emotions - the key to managing the quality of your day. The Happiness Program At the end of this workshop you may enroll into the Happiness Program (3 days, 3 hours each day) to learn the Sudarshan KriyaTM, a science-backed, rhythmic breathing technique through which you can: Tap into a reservoir of energy and use it as you please! Relieve deep-rooted stresses and anxieties Uplevel your productivity Overcome emotional blocks, move on from past events and shed limiting beliefs Heal your body & gain power over your mind Experience the true state of meditation Learn more about the Happiness Program & the Sudarshan KriyaTM in our introductory workshop 'Secrets to Meditation'. register: http://aolf.live/introSKY

Follow the appeal of Roman Sterlingov, convicted of the victimless "crime" of providing everyday Bitcoiners privacy. The next stage of the case is oral arguments in DC Court of Appeals, come to support Roman and the future of Bitcoin ownership in US. Roman has been convicted by of allegedly operating BitcoinFog, a mixing service accused of anonymizing Bitcoin transactions, a small portion of which is thought to be attributable to illicit usage. The charges identify no victims or financial loss and instead attribute to him any potential crimes of anybody on the internet who was using this privacy tool. Learn more and help Roman's defense at [freeroman.org](https://freeroman.org)

Think you aren't flexible enough for yoga? Afraid to get onto the floor? Living with physical aches or restricted range of motion? Then this is the perfect yoga class for you! Explore your body's strengths in a fun, supportive environment while maintaining and growing your range of motion, flexibility, balance, strength, and sense of peace. All are welcome in this therapeutic class. Come ready to try new things, laugh, ask questions, and support each other. **Please reserve your spot at www.piesfitnessyoga.com**. The session is offered both InStudio and OnLine. The Zoom link for the OnLine session will be emailed 15 minutes before class starts to those who are registered at www.piesfitnessyoga.com. **Sign up for sessions must be made at least 2 hours prior to class.** The address is 1322 Prince St Alexandria, VA 22314 Our entrance is located on the side of the building, parallel to West St. **Street parking is available and additional parking is located at Shiloh Baptist church, spaces 36,37,38,39.** The church is located across the street from the studio, on the corner of Duke St. and West St. Discount is available to seniors, teachers, students, emergency responders, and military. All can save by purchasing class packs.

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“Nightmares and Creativity,”** on the relationship between frightening dreams and real creative achievements, with Bernard Welt, emeritus professor of arts and humanities at George Washington University, former member of the board of the International Association for the Study of Dreams, and contributing editor of *DreamTime*. [Advance tickets: $13.50 plus sales tax and processing fees. Available at[ https://events.ticketleap.com/tickets/profsandpints/dc-nightmares-and-creativity]( https://events.ticketleap.com/tickets/profsandpints/dc-nightmares-and-creativity).] Nightmares are associated with creativity—but how, exactly? Why do so many famous accounts of genius in the arts and sciences originate with a frightening dream? Explore such questions with the help of Bernard Welt, who has taught courses on recalling dreams and dream journaling and written extensively on the relationship between dreaming and the arts. Using excerpts from texts, illustrations of artworks, and clips from classic films derived from nightmares, Professor Welt will look at the relationship between bad dreams and celebrated innovations and creative accomplishments. You’ll learn why psychologists consider the nightmare to be a key to understanding the creative power of the unconscious mind. We’ll consider sleep scientists’ definitions of the nightmare, asking why it still remains controversial, and explore contemporary theories about the relationship between nightmares and creativity from psychoanalysis, Jungian archetypal theory, evolutionary psychology, and other sources. Though dreams have special authority in many cultures, in the western world it’s only among the nineteenth-century Romantics that we began to see personal accounts of creativity inspired by dreams—curiously, preponderantly bad ones. We’ll look at how *Frankenstein* arose from Mary Shelley’s famous dream of a scientist confronted by his own fearful creation, and how art’s Surrealist movement taught us to value our nightmares. You’ll learn how dreams of all kinds can result in sudden inspiration because they relax inhibitions, transcend habitual trains of thought, and permit ideas that would be rejected by the thought processes of waking life. You’ll even come to see why we may welcome our nightmares as opportunities to expand our vision and our understanding. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: From Francisco Goya’s 1799 etching “The Sleep of Reason Produces Monsters” (public domain).

RSVP Required. We'd like to add you to our management team. We are a highly motivated, enthusiastic, and smart-working team. Please let us know if you're qualified... Please read and understand the Member's Promise (https://www.meetup.com/Northern-Virginia-Professional-Photographers-VA-DC/about/). We are a volunteer organization so members are only entitled to what each board member and committee member donates of their time, dedication, and enthusiastic attention. We need committee chairs / volunteers in the areas of: • Monthly Room Setup • Hospitality • Registration and Attendance review Attendance Reconciliation procedure • Membership review backup procedures review where primary copy of database resides review doc, "NVPPA Membership QA - Policy and Procedure" review lapsed membership procedures and policy review meeting cancellation credit and procedure review Google Drive folder organization review Welcome Letter procedures, template, and when this is used review PayPal payment notification procedure review taking payments at a monthly meeting/workshop • Marketing/Communications, including Email Marketing • PPA Affiliation Committee • Competition Some other specialized roles in Social Media Marketing, SEO, branding, newsletter programs, membership outreach & administration, public relations ads & campaigns, website development, data administration, and database design are needed. We welcome your suggestions, and as a result, you must offer your time to work on them plus other prioritized projects that will benefit the organization, and thus, your business. 3 QUALIFICATIONS NEEDED TO ATTEND A BOARD MEETING: • Is this your first S-C meeting? If so, please contact Philip Brasch via his profile (or email) prior to attending the meeting. We invite responsible, leader-members! • Are you a Gold Member invested in NVPPA? These Board / S-C meetings are specifically for invested members (dues-invested) only. If you're not, please join NVPPA by clicking the Donate button in the sidebar. • Have you attended at least 2 monthly meetings? In order to have knowledgeable and informed leaders of NVPPA, we request that you attend at least 2 monthly meetings or NVPPA events prior to your participation on the S-C. You can also review our Mission Statement, Membership Objectives, and Member's Promise. (https://www.meetup.com/Northern-Virginia-Professional-Photographers-VA-DC/about/) Please take our poll for BENEFITS (https://www.meetup.com/Northern-Virginia-Professional-Photographers-VA-DC/polls/251822/) as a member of NVPPA. I look forward to your commitment to the growth and prosperity of NVPPA and its members... Best! Philip Brasch, President & Founder (If you don't have my email or phone number, first please contact me with your email and a message via my Meetup Profile.)

Bonjour! Are you missing your French? Have you been wanting to practice your French in a day-to-day setting? Join the Alliance Française Library in-person during our Salon de Conversation every 2nd Tuesday of the month to practice your French in a fun and informal setting. This event is for all levels of French speakers. Please note that in May we will be meeting IN-PERSON in the AFDC Library from 6 PM to 7 PM.

PLEASE CHECK THE ONLINE MEDITATION CALENDAR FOR DETAILS OF THESE MORE THAN 50 SERVICES A WEEK- https://onlinemeditation.yogananda.org/calendar/

🗒️ **Details** Grafana 13 just dropped at GrafanaCON 2026 and we're not wasting any time. Join us at [Clare & Don's Beach Shack](https://clareanddons.com/) in Falls Church, VA for a free hands-on meetup where we dig into what's actually new, what it means for your stack, and where observability is heading. If you work in DevOps, SRE, or platform engineering in the DMV, this is your people. Whether you've been running Grafana for years or you're just getting started, you'll leave with something useful. *** 📋 **Agenda** 🎉 **5:30 — Food & Introductions** Come hungry. We're at Clare & Don's, so you already know the vibes are good. Grab a bite, meet the people around you, and get settled in before the talks kick off. 🎙️ **6:00 – 6:30 — Tech Talk: Grafana 13 & AI in Observability** Grafana Assistant is now built into the platform and it changes a lot. We're breaking down what's new in Grafana 13, how AI is reshaping the way teams monitor and troubleshoot, and what this looks like in practice. Expect real talk from Grafana Labs engineers, not a sales pitch. **Speakers:** Rob Santos, Senior Solutions Engineer @ Grafana Labs Vishal Nakra, Senior Manager, Solutions Engineering @ Grafana Labs 💬 **6:30 — Networking & Open Q&A** Bring your questions, your war stories, and your opinions. This is the part where the good conversations happen. 🎁 **Don't forget** — we're doing a Grafana swag raffle on the way out. 🔚 **7:30 — Wrap Up** *** **Spots are free but limited — grab yours before they're gone.** We look forward to seeing you there! Speaker info and talk abstracts: Rob Santos, Senior Solutions Engineer @ Grafana Labs

**For Information Only, as I may or may not attend.** The Seventh Annual Old Town Festival of Speed & Style Exotic Cars, Motorcycles, Fashion, and Fun! Lower Blocks of King Street and Market Square in Old Town Alexandria, Virginia [https://festivalofspeedandstyle.com/home](https://festivalofspeedandstyle.com/home) Share only your very best, most interesting shots after the field trip, and keep it down to between 5 and 10 photos. By sending in an RSVP and joining this meetup event hosted by the Virginia Beltway Photography Meetup, I am also agreeing to the terms of the following release and waiver of liability, which shall be binding on my heirs, executors, administrators, successors, and assigns. In consideration of my (and my child’s) participation in the Virginia Beltway Photography Meetup, I do hereby release, discharge, and hold harmless the Organizer, its members, officers, directors, employees, and the leader(s) of this event from any and all liability by reason of any damage, loss, expenses, or injury arising from my (and my child’s) participation in this event, including that caused solely or in part by the fault of any and all of the above-named parties.

Let us get together and plot to conquer the world!:) ***GRAB A DRINK AND YOU ARE ALL SET TO FLEX YOUR LANGUAGE CAPACITY. YOU NEED TO GET AT LEAST A DRINK OR FOOD:) To get the event going and show support. We know that you like our events. P.S. : We have non-alcoholic drinks as well.*** ***Tate has been doing crypto and investment for years and he will share his immense experience.*** We have a tiny venue and we hit capacity often and early arrival is suggested. We have the discretion to decide entry. Instead of silently doing research on your own, it is well known that when you are regularly connected with people of your own investment interest, you are likely to be more motivated, better informed and less likely to miss out on opportunities. Meet and discuss face-to-face. **HOW IT WORKS : We will try to assign tables for each represented INDUSTRIES/SECTORS/SPECIALIZATIONS and will direct attendees to their respective tables accordingly. All industries are welcome! However we don't guarantee the availability of a partner in that particular field, you would like to exchange experience. Space is limited and advance RSVP is required. PLEASE BRING BUSINESS CARDS (Hard/Soft Copy).** THIS IS NOT A SEMINAR or A PANEL EVENT AND THERE WILL BE NO SPEAKER. It is just a happy hour social event for those interested. In the past we had a great mix of developers, miners, investors, blockchainers and people who are completely new to cryptos. \- Come one\, come all OR FLY SOLO; this is the most friendliest event you have ever attended\! \- Feel free to invite your friends\. They don't necessarily have to be a member \- Event is 21\+ ***AFTER THE HAPPY HOUR, WE WILL HIT THE DANCE FLOOR AND DANCE THE NIGHT AWAY. BRING YOUR DANCING SHOES!*** ***N.B. : We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via ([info@merevents.com](http://info@merevents.com/)).*** [)

Francis Hutcheson (1694-1746) was a pivotal early figure of the Scottish Enlightenment, a movement which strongly embraced empiricism and concentrated on the study of human nature and the relationship of individuals and society. Born in Ireland to a line of Scottish Presbyterian ministers, Hutcheson was educated by dissenting Irish Presbyterians in Ulster before matriculating at the University of Glasgow, where he studied philosophy and theology. In 1719 he was licensed to preach in Ireland, but rather than adopting the more traditional views of his forefathers, he gravitated toward the tolerant and liberal “New Light” Presbyterianism. Instead of further pursuing the ministry for which he had trained, he put his efforts into founding a dissenting academy in Dublin—a successful venture that occupied him for the next ten years. While teaching in Dublin, he moved in intellectual circles, and it was there that he wrote the four early treatises—collected into two books, the *Inquiry* of 1725 and the *Essay* of 1728—that quickly established his reputation as a philosopher. On being appointed chair of moral philosophy at his alma mater, he left Ireland for Glasgow in 1729. Contemporaries described Hutcheson as a popular and animated professor—the first at Glasgow to deliver lectures in English rather than exclusively in Latin. His most famous student was Adam Smith (enrolled 1737-40). Hutcheson's influence on Scottish thinkers was considerable. With his emphasis on the primacy of feeling over reason in our moral perceptions, he inspired David Hume’s moral sentimentalism. His analysis of natural rights and property in the *Inquiry* (Treat. II Sect. VII) as well as in his later works directly influenced Smith. The Scottish school of common sense realism derived partly from Hutcheson's explication of moral sense theory. His influence also made its way to colonial America, where his works were included in college curricula beginning in the mid-1700s. John Adams and other signers of the Declaration of Independence are known to have read Hutcheson. In the *Inquiry*, he takes up Locke’s epistemology of sense perception and broadens it into a theory of the “internal senses”—faculties of perception as powerful as the commonly designated five external senses. Elaborating Lord Shaftesbury’s notion of a “moral sense” and the earl's analogy between beauty and virtue, Hutcheson divided his *Inquiry* into a discussion of the sense of beauty and of the paramount moral sense—both being internal senses which operate without depending on mediation by the will or reason. Like Shaftesbury and the philosopher Richard Cumberland, Hutcheson held a strong distaste for the Hobbesian worldview. In the vein of the former two, he promoted a vision of humans as naturally benevolent and innately interested in the welfare of others, maintaining that others’ good brings us no less pleasure than our own good. Notably, he also sowed the seeds of utilitarian thought with his phrase “the greatest happiness for the greatest numbers” (Treat. II Sect. III). **Main Reading** The reading below is available at the Online Library of Liberty: * The [Inquiry](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004), comprising the first two of Hutcheson's four early treatises (we are reading the 1726, or 2nd edition, of the book): read the [Preface](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_head_019) and Treat. I: Sections [I](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_051), [II](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_071), [III](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_088) (Art. [IV](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_101) is optional), ([V](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_109) is optional), [VI](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_137), [VII](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_158), [VIII](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_165); and Treat. II: [Intro](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_head_032) and Sect. [I](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_181), [II](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_205), [III](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_228) (Art. XI, XII until “Intention, foresight” optional), [IV](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_258), [V](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_275), [VI](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_296), and especially [VII](https://oll.libertyfund.org/titles/leidhold-an-inquiry-into-the-original-of-our-ideas-of-beauty-and-virtue-1726-2004#lf1458_label_324). * Hutcheson's lecture upon his appointment at Glasgow, “[On the Natural Sociability of Mankind](https://oll.libertyfund.org/titles/hutcheson-logic-metaphysics-and-the-natural-sociability-of-mankind#lfHutcheson_head_238)." The first 3 paragraphs, until footnote 10, are optional. * The beginning of the fourth treatise [Illustrations](https://oll.libertyfund.org/titles/garrett-an-essay-on-the-nature-and-conduct-of-the-passions-and-affections-1742-2002#lf0150_label_230), Sect. [I](https://oll.libertyfund.org/titles/garrett-an-essay-on-the-nature-and-conduct-of-the-passions-and-affections-1742-2002#lf0150_head_019), and Sect. [IV](https://oll.libertyfund.org/titles/garrett-an-essay-on-the-nature-and-conduct-of-the-passions-and-affections-1742-2002#lf0150_label_296). Note that the ebook page on OLL can take a few moments to load. **Secondary resources** [IEP - Hutcheson](https://iep.utm.edu/hutcheso/) [SEP - Hutcheson](https://plato.stanford.edu/entries/hutcheson/) Liberty Fund: Editor’s [Intro to Inquiry](https://oll.libertyfund.org/pages/hutcheson-on-liberty-and-happiness). [SEP - Scottish 18th C. Philosophy](https://plato.stanford.edu/entries/scottish-18th/) [Wiki - Scottish Enlightenment](https://en.wikipedia.org/wiki/Scottish_Enlightenment) [Hutcheson and private property](https://www.adamsmithworks.org/documents/matson-hutcheson-property-virtue-march-2022) Routledge: [1](https://www.rep.routledge.com/articles/biographical/hutcheson-francis-1694-1746/v-1/sections/life-and-works-43333), [2](https://www.rep.routledge.com/articles/biographical/hutcheson-francis-1694-1746/v-1/sections/the-foundations-of-morality-and-the-moral-sense), [3](https://www.rep.routledge.com/articles/biographical/hutcheson-francis-1694-1746/v-1/sections/practical-ethics-and-influence)

​Join Data Visualization DC for a meetup to learn about generative UI with Prefect's Jeremiah Lowin! Doors 5:30 Presentation starts 6:15 Please RSVP on luma ([https://luma.com/b4qfsjpl](https://luma.com/b4qfsjpl)) for building security. #=#=#=#=#=#=#=# Got Data Viz? Sign up for a viz and tell and share your work for a few minutes. All are welcome! [https://forms.gle/9a3ssbVbwQFjpWdY8](https://forms.gle/9a3ssbVbwQFjpWdY8) Data Viz DC is a member of Data Community DC, a nonprofit dedicated to data education in the nation's capital. Learn more at [www.dc2.org](http://www.dc2.org/)

**Begin your bikablo journey!** In this very full training day, you will learn and practice how to do all of the following and walk out the door with skills you can use at work (or play) the very next day! * Learn to hold the pen, draw clean lines, and structure your space on the flip chart * Create graphics and text containers/geometric shapes, objects and symbols * Discover the easy ways the bikablo® method provides to draw people, roles, groups, and situations * Use simple and fast options to color elements and spaces to support the graphic structure * Improve your handwriting—make it more legible and attractive—on flip charts… and more! **Location:** **IN PERSON** at Brian's Lizard Brain Studio in Herndon, Virginia. Exact address to be shared with registered participants. **Cost:** $600, payable to Jill Greenbaum. Go to Jill's calendar [here](www.jillgreenbaum.com/calendar), to choose and register for this course. **You MUST register with Jill to attend!**

Healthcare organizations are increasingly using cloud-based real-world evidence (RWE) platforms to power clinical research, population health analytics, and AI-driven insights. However, building these systems on AWS introduces complex governance challenges around privacy, compliance, and multi-institution collaboration. This session explores how to architect data governance into healthcare analytics platforms on AWS, focusing on practical design patterns rather than policy theory. We examine how ethical data stewardship principles such as consent, accountability, and responsible data use, can be implemented using cloud-native controls and services. The presentation walks through key architectural considerations for secure RWE platforms on AWS, including role-based access control, auditability, data minimization, and encryption, and how these capabilities support compliance requirements such as HIPAA and GDPR. Attendees will learn how federated, multi-account AWS architectures enable collaboration across institutions while preserving local data ownership and control. We will also discuss privacy-preserving analytics patterns on AWS, including approaches that support federated learning, differential privacy, and secure computation to enable AI-driven insights without exposing raw patient data. Practical implementation trade-offs such as performance, scalability, and operational complexity will be highlighted using real-world platform scenarios. Attendees will leave with actionable AWS architecture patterns and governance strategies for building secure, compliant, and scalable real-world evidence platforms that unlock innovation while maintaining patient trust.

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com