Network Architecture

✍️ Event Description Connect with like-minded women. Expand your network. Elevate your vision. Join us for a curated Women’s Professional Social hosted at Precision Lash & Brow in Bethesda—a space designed for ambitious, driven women who are building careers, businesses, and brands. This isn’t your typical networking event. It’s about real conversations, meaningful connections, and being in a room with women who are actually doing the work. ⸻ What to expect: ✨ Genuine Connections Meet other women in the DMV across industries—entrepreneurs, creatives, professionals, and builders. 💬 Meaningful Conversations Skip the surface-level small talk and connect on ideas, goals, and growth. 💄 Elevated Atmosphere Hosted inside a luxury beauty space, creating a relaxed but high-end environment to connect and unwind. ⸻ Who this is for: * Women in business & entrepreneurship * Creatives & content builders * Corporate professionals & career-driven women * Anyone looking to expand their circle with intention ⸻ What to bring: * Yourself (as you are) * Business cards or social handles (optional) * An open mindset ⸻ The vibe: Supportive. Inspiring. Intentional. No pressure, no cliques—just women coming together to connect and grow. ⸻ If you’ve been wanting to meet more aligned, driven women in your area… This is your space 💫

**Take your skills to the next level!** Maybe you’re feeling ready to jump into Day 2. How are you feeling about the speed with which you draw icons, symbols, and figures? How do you introduce emotions into your posters? Would you like to improve your handwriting and lettering skills? Have you worked with mobile elements? Step into the opportunity to capture live conversations using a simple, elegant technique for creating visually appealing charts There’s so much to learn and integrate into your repertoire. ***NB: bikablo Day 1 training is a prerequisite for this program, as we will complete one review exercise of learning from Day 1, and then we will move into new territory!*** **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!**

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Fridays 🕕 7pm to 11pm Spades in Virginia! We are trying a new location. If things go well, we may meet there more often. 🚗 Parking is FREE!!! Alcoholic beverages are available!Please support the business by ordering food/drinks. No partner is needed! Find one when you get there. All skill levels are welcome. Come hang out with us and have a great time! 📆 Posted in multiple groups. So expect a nice crowd. 🌟 The fun starts at 6:30pm! RSVP today.

Hey Chapter Twoers, Spice Street is a hidden treasure in Silver Spring specializing in offering innovative Indian cuisine. Come join us at this tasty restaurant, which admittedly is only a hop, skip, and a jump from my place!

Join us for a **fun, curious, and reflective evening walk** through four of DC’s most iconic war memorials — moving from daylight to twilight to full night as the monuments shift in mood and meaning. This is a **zero‑expertise, all‑welcome** adventure designed for adults who like learning, laughing, and noticing things together. We’ll explore how the U.S. remembers war — through architecture, symbolism, and the stories we choose to elevate — with **light, playful activities at each stop**. Perfect just before Memorial Day! **⭐ What to Expect** * **Total distance:** \~1.5 miles, slow pace * **Difficulty:** Easy, mostly flat * **Vibe:** Playful, thoughtful, welcoming * **Who’s welcome:** Everyone — solo attendees, friends, couples, locals, visitors * **Cost:** Free (tips optional, never expected) **⭐ Want to come along?** RSVP, bring water, and wear comfy shoes. This is one of the most beautiful times of day to see the memorials — and one of the best ways to experience how DC tells its stories. ***

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Friday Spades in Virginia! 🕕 6:30pm to 10:30pm 😀 **Posted in multiple groups. So, expect a nice crowd.** 🚗 Parking is FREE!!! 🍷 Alcoholic beverages are available! Please support the business by purchasing food/drinks. ✅️ No partner needed! Get matched with a partner onsite. All skill levels are welcome. ❤️ Come hang out with a friendly and welcoming group. Meet new people and have a great time! 🌟 The fun starts at 7pm! RSVP today.

collaborative community for ServiceNow specialists and IT professionals to connect, share knowledge, and grow together. This group focuses on real-world use cases, best practices in ITSM, emerging technologies, and career development. Whether you're a beginner or an experienced professional, join us to exchange ideas, improve communication skills, and build meaningful industry relationships.

An open space for real conversation about how technology is shaping our world, and how we can respond with wisdom, purpose, and values. ## COMING UP: ## Life with Augmented Intelligence **Shaping how we live, work, and build in an AI-driven world** From assistants → to collaboration → to autonomous systems *** **A different way of thinking, working, building.** Most people are still using AI at the surface. Answers. Shortcuts. Quick help. But underneath, work is starting to look different: * systems instead of tasks * collaboration instead of commands * design instead of effort This is a space to step into that. Not a workshop. Not a panel. A place to see what’s emerging, hear how others are thinking, and explore what it means for your own life and work. *** ## Tech & Truth Café 📍 Greencourt Innovation Center 🗓️ May 10 & 17 🕐 1:30 – 5:00 PM 1:30 → arrive and connect 2:00 → ideas and conversation 3:00 → demos and exploration 4:30 → wrap up *** **WHO:** If you’ve been experimenting with something interesting, building something, or thinking differently about AI… reach out. We’d love to include you in the conversation. *** **Bring a laptop.** *** For people who feel like: “there’s more to this than what I’m currently doing with AI.” **Come be part of it.** **WHO** **For people who feel like:** "There's more to this than what I'm currently doing with AI." Come be part of it. **WHAT TO EXPECT**

*Sometimes we invite Neurodivergent District members to join a virtual event from our Constellations community. We’re glad you’re here.* *Just to clarify, attending this event doesn’t include access to the Constellations member portal or membership. If you’d like ongoing access to events like this, along with curated member introductions for friendship or dating, you’re welcome to explore joining [Constellations](https://www.harringtonmatchmaking.com/constellations-membership).* Join us for a gentle, low-pressure walk at Brookside Gardens for women who want to connect in a calm, supportive environment. This is a space designed for ease: • small group, outdoors, and intentionally slower-paced • no pressure to socialize in any particular way We’ll spend time walking, talking (if you want to), and enjoying the gardens together at a relaxed pace. This gathering is created with care for those who are immunocompromised or benefit from a more accessible, lower-stimulation setting. To support participants with sensitivities, we ask that everyone consider arriving fragrance-free. **Please RSVP using the link below (not just Meetup)** so we can share the exact meeting location, route, and any weather updates. Click [here](https://harringtonmatchmaking.as.me/?appointmentType=91926732) to RSVP.

Come learn how money really works. We’ll cover how to grow it, protect it, get out of debt, and use smart retirement and infinite banking strategies to build long-term security.

A low cost, 6-week beginner-level **中文** (Mandarin Chinese) course with the non-profit organization, the Global Language Network. \#\# Chinese \(Mandarin\) Foreigner Language Class **Details:** \#\#\#\# Chinese \(Mandarin\) Foreigner with Jiayu Sundays from 3:00pm - 5:00pm ET Apr 12th to May 17th In-person, Farragut Square DC * GLN classes are open to everyone over 18 years of age. * Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels)) Ready to learn? **Register [HERE](http://%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)).** **About GLN** We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.

**\*TO ATTEND GET TICKET At** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix) (Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.) Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home. Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering. You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket. This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards. \*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. Cost: $15-$20 depending on how early you register. **\*TO ATTEND GET TICKET AT -** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix)

**Join us in Falls Church for conversations that go beyond small talk.** Higher Grounds – Falls Church is where this growing network of gatherings began: a space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room. There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you *you* (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique. MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech. Come ready to share, reflect, and connect with others in Falls Church who are also seeking deeper conversations. **Suggested Questions: Life Stages & Transitions** 1. What did you think you'd have figured out by now that you're still completely winging? 2. When did you realize your parents' advice was for a world that no longer exists? 3. What are you finally old enough to stop pretending to care about? **Suggested Questions: Identity After the Roles** 1. Who are you when nobody needs anything from you? 2. What dream keeps resurfacing even though the "practical" time has passed? 3. How do you handle having the freedom you always said you wanted? **Suggested Questions: AI & Being Human** 1. What human experiences will AI never truly understand? 2. If machines handled all your have-to's, what would you actually do? 3. What becomes more precious as everything becomes automated? **Suggested Questions: Belief & Meaning** 1. What certainties have you given up, and what rushed in to fill that space? 2. How has knowing someone who died changed how you live? 3. What do you believe now that would shock your younger self? **Suggested Questions: The Modern Psyche** 1. What anxiety do you carry that previous generations didn't have? 2. Which of your survival strategies are you ready to retire? 3. What uncomfortable truth about happiness did it take you years to accept? **Suggested Questions: Work & Purpose** 1. When did you stop believing that your job would complete you? 2. What would you do for work if money and status weren't factors? 3. How has your definition of "making it" changed over the years? **Suggested Questions: Relationships & Connection** 1. What relationship dynamic do you keep recreating, and why? 2. When did you realize your parents were just people trying their best? 3. What kind of loneliness doesn't go away even when you're with others? **Suggested Questions: Time & Mortality** 1. What are you running out of time to say or do? 2. How differently do you spend your time knowing it's finite? 3. What will you regret not trying, even if you fail? **Suggested Questions: Society & Culture** 1. What social convention do you follow even though it makes no sense? 2. Which generation do you understand least, and what might you be missing? 3. What aspect of how we live now will seem insane in 20 years? **Suggested Questions: Personal Philosophy** 1. What rule for life did you create after learning something the hard way? 2. When did you stop believing that everyone else had it figured out 3. What paradox about life have you learned to live with?

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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

CONNECTED – Grove City A casual, people-first networking gathering. CONNECTED – Grove City is a casual, people-first networking gathering. Join us for a relaxed, low-pressure space to meet new people, build real relationships, and have meaningful conversations — no sales pitches required. From 7:30–8:30 AM every 3rd Wednesday of the month at the Grove City Business Center. Coffee & baked goods available for purchase at Pick ’Em Up Joe's. Free street & public lot parking behind the building. Free to attend & open to all!

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"