Automated Machine Learning

We’re excited to bring the community together for an evening of learning and connection. This time, we'll have a community member from PagerDuty sharing a use case and, as usual, an Elastic employee sharing their expertise as well. Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Monday, June 29th, from 5:30-7:30 pm EDT **Location:** Elastic Arlington Office - 4100 Fairfax Drive, Ste 500, Arlington, VA 22203 **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: **Beyond the Alert: Scaling Incident Response with Elastic, PagerDuty, and MCP**, by Nick Worthington, Senior Solutions Consultant at PagerDuty * 6:30 pm: Q&A with Nick * 6:40 pm: **Observability AI Agents - Behind the Scenes,** by Josh Phifer, Principal Solutions Architect at Elastic * 7:10 pm: Q&A with Josh * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **Beyond the Alert: Scaling Incident Response with Elastic, PagerDuty, and MCP** In this session, we will dive into the next generation of the Elastic and PagerDuty integration. Discover how to leverage Model Context Protocol (MCP) and advanced automation workflows to ingest telemetry, contextualize alerts, and trigger automated remediations. Learn how to reduce MTTR and eliminate alert fatigue, turning your incident management framework into a scalable operation. **​** ​**Observability AI Agents - Behind the Scenes** ​In the age of AI, nearly every observability platform offers some form of intelligent assistance — from automated root cause analysis and incident triage to query generation and dashboard creation. Yet for most users, these AI agents remain black boxes: powerful, but opaque. ​What principles guide their design? How do they reason over telemetry data? And what if you need to customize, extend, or build agents tailored to your organization’s workflows? In this talk, we’ll peel back the curtain on observability AI agents. We’ll explore the reasoning strategies, and orchestration tools that power them. Finally, we’ll dive into how Elastic’s AgentBuilder and Workflow ecosystem enable teams to move beyond out-of-the-box automation - empowering you to shape and build the agent experience your operations demand. **Parking:** * The building’s parking garage is operated by Colonial Parking and is located off N. Randolph Street * Book a spot on[ SpotHero](https://spothero.com/search?kind=address&latitude=38.8818514&longitude=-77.1095268&search_string=4100+Fairfax+Dr+%23500%2C+Arlington%2C+VA+22203%2C+USA) * A Metro Station is located across the street

Welcome to our new home at the historic Tivoli Theater! Please check our details for access to the space on [our website](https://www.hacdc.org/visit/). Join the discord for questions / help getting in (use channel #let-me-in) [https://discord.gg/dNjuNhNmeT](https://discord.gg/dNjuNhNmeT)

This epic event will run for two weeks, I want to create a MeetUp giving others, like myself, a way to meet new friends and get out there for any day you have available. Each day will be a duplicate event, giving everyone the ability to sign up for the day they have free. I will not be at every event as I work three days a week, but I will put in the messages the days I'll be there. The Metro Smithsonian is a great place to meet since it's right at one of the two entrances. The only two entrances are at 12th and 4th and Jefferson. If you want to go to one or several of the days just hit the attend and message those who are also planning on attending that day. You can coordinate the times as well. Let's make new friends and experience the 250 anniversary of our country.

Join us for an eye opening lecture where the speaker will break down complex ideas in a clear and practical way. You will gain insights into: \*The true definition of the subconscious \*How it generates unwanted emotions \*Its real purpose and function \*What determines the pressure it exerts on you But this is not a lecture where you sit and listen passively. It is interacting and engaging--You can ask questions anytime! Refreshments will be served. Call to reserve your seat 202-797-9826. This group is sponsored by the Dianetics and Scientology Life Improvement Center.

Come join us in some debauchery for Latin Nights! We will be spinning all genres of latin music throughout the night, including Salsa/Bachata/Reggaeton and anything in between. ***SALSA LESSON : 7PM-8PM*** Socialize, mingle and dance the night away, your memorable night, rubbing your shoulder with DC's party snobs. DEETS : \- Huge line up of DJs \- Celebrate your birthday or your moments \(graduation\, anniversary\, promotion\, retirement\, bachelor/ette parties\,\.\.\.\.etc\) in life with us\! \- For bottle specials\, table reservation and ladies night email \(info@merevents\.com\) OR text 202\-368\-1878 \- Dress Code : Chic\, dressy and elegant \- Event is 21\+ -Come one, come all; YOU CAN FLY SOLO TOO:) This is the most friendliest event you have ever attended! \- Feel free to invite your friends\. They don't necessarily have to be our members Payment Instructions : 1. You should login from a PC to see the 'Pay Now' button, after RSVPing. Then hit the button. 2. Verify correct dollar amount for number of people you're paying for. 3. If you don't have a Paypal account, click "Pay with a Debit or Credit Card". 4. If you have a Paypal account, simply log in, and pay as you normally would via Paypal. **How to Unblock the Pop-up Blocker on Your Phone** Many of our patrons advised us that they have a Pop-up Blocker on their iPhones and it hinders them from buying tickets. To unblock, please follow the following steps : For Safari Users : 1\. Go to Settings\. 2\. Scroll down to Safari and click on it\. 3\. Select Block Pop\-ups and turn it off\. For Google Chrome Users : 1\. Open Google Chrome\. 2\. Click on the three dots and you will see many options\. 3\. Click on Settings\. 4\. Scroll down to content settings\. 5\. Select Block Pop\-ups and turn it off\. Refund and Ticket Resell Policy All sales are final. We only refund the full amount, if the event is canceled. If it is rescheduled, we will send an email to ticket holders advising that. A full refund will be given to those that let us know within 2 calendar days of the update email, if you are unable to make it on the new date. No refunds will be given after that time. However, you can sell your ticket to someone else if you are unable to attend. Please, feel free to post in the comment box for the event, that you have a ticket for sale. Work out payment between yourselves, and have the seller only send the organizer a message letting us know the full name of the person taking your spot. You must let us know two hours before the RSVP close time, on the day of the event. PARKING INFO Parking might be a challenge and the event involves drinking. We highly encourage you to take a ride share or taxi service. DRINK RESPONSIBLY. **FOR FURTHER INFO, REFER THE EVENTBRITE LINK AND PURCHASE TICKET. IT RULES.**

Join us for an eye opening lecture where the speaker will breakdown complex ideas in a clear and practical way. You will gain insights into: \*The true definition of the subconscious \*How it generates unwanted emotions \*Its real purpose and function \*What determines the pressure it exerts on you But this is not just another lecture where you sit and listen passively. Its interactive and engaging--you can ask questions anytime. Refreshments will be served. Call to reserve your seat 202-797-9826. Sponsored by the Dianetics and Scientology Life Improvement Center of Washington.

Let's go deeper! More than just a fun aerobic exercise, immerse yourself in the cultural roots of Brazilian movements and stir in the contemporary expression of dance Flavia Nascimento is top trained Brazilian dancer helping others explore the Afro Diaspora of Brazil through movement and music. Join the class to lift your heart rate and elevate your spirit. $20

Venez apprécier l'ambiance chaleureuse d'une conversation en français autour d'un verre de vin et d'apéritifs. C'est ouvert à tous quelque soit votre niveau, que vous soyez intermédiaire/avancé ou bien que le Français soit votre langue maternelle. ***GRAB A DRINK AND YOU WILL BE 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.*** We have a tiny venue and we hit capacity often and early arrival is suggested. We have the discretion to decide entry. It is irresistible, to enjoy French convo with a glass of wine, appetizers and drinks. The Event is open to all levels of French language, from intermediate to native fluency. This is mainly a social for Intermediate/Advanced/Native Speakers. It is not as such to learn a language. Beginners, if you want to learn a language, reach out to us ([info@merevents.com](http://info@merevents.com/)). We have a school and will arrange you a class. ***AFTER THE HAPPY HOUR, WE HIT THE DANCE FLOOR! BRING YOUR DANCING*** [http://www.youtube.com/watch?v=6Vv1wxZAR1k](http://www.youtube.com/watch?v=6Vv1wxZAR1k)

Join us for a special post-AWS DC Summit **“Meet the Community” evening** with **AWS DMV User Group** with special guest, AWS Principal Developer Advocate, Aaron Hunter! This casual networking session is a great way to connect with fellow builders, cloud enthusiasts, and AWS community members after the AWS DC Summit. Whether you’re a student, developer, architect, or just curious about cloud, this is a perfect space to meet like-minded people, exchange ideas, and grow your network. Expect light conversations, meaningful connections, and a relaxed atmosphere as we bring the community together after the big event. 📅 **Date:** July 2, 2026 🕠 **Time:** 5:00 PM – 8:30 PM 📍 **Venue:** Amazon HQ2, WAS19 2.103 + 2.104. 525 14th St S, Arlington, VA 22202 Looking forward to seeing everyone there and discussing the summit with great energy and conversations! Please RSVP with the same name as is on your state-issued ID, which will be required to check in at security.

\*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\* In ancient Indian traditions, Chakras are seven spinning energy centers aligned along the spine that connect your physical body to your emotional and spiritual well-being. Each center represents a specific aspect of the human experience, ranging from physical safety to emotional connection to higher intuition and spiritual consciousness. In this series, we are going to explore the meaning of chakras and how to nurture them in our lives. This event is for women only. **January 4** Root chakra: security and foundation **February 15** Sacral chakra: Body and sexuality **March 15** Solar plexus chakra: Power **April 12** Heart chakra: Love **May 24** Throat chakra: Creativity **June 28** Third eye chakra: Knowledge and wisdom **August 2** Crown chakra: Spirituality Authentic Relating Women's Circle is an opportunity for women to be their authentic selves in a supportive and inclusive environment. In our society, women are often expected to take care of others and ignore our own needs. At Women's Circle, we give each other permission to voice our desires, frustrations, joys, and take up space. How do you REALLY feel? What is it that you want? How can we help you get there? Let us support you in finding out. Clarity, confidence, laughter, and friendship are likely outcomes. **What Is Authentic Relating?** Authentic is being real, honest, revealed, and transparent, allowing others to see, hear, and know our inner world. Relating is welcoming the other person's authentic self and weaving their reality and experience with our own. Authenticity and vulnerability are possible in an environment absent of judgement where we are confident that we will be received with openness, empathy, and compassion. Authentic Relating is about intentionally creating a space of equity, belonging, and inclusion. In a world where we often wear a mask, presenting some aspects of ourselves and hiding others in order to be accepted, Authentic Relating invites us to show up as we are. All parts, dimensions, emotions, and aspects that make us human are welcome in this practice. When we share from our authentic selves, we create the opportunity for genuine connections and self-understanding. The result is often moving and therapeutic. ### **Principles and Practices for Authentic Relating** Mindfulness: Slowing down, being present and aware of our inner state and surroundings. Empathy: Being aware of and releasing judgement, employing empathy, curiosity, openness, and recognition of multiple perspectives. Authenticity: Vulnerability, honesty, voicing our truth, self-awareness. Centering the other: No interrupting, giving advice, fixing, or telling your own story. Ask for permission to share your opinion, advice, your own story, and questions. Validating: acknowledging, appreciating, reflecting, empathizing, and presencing. Structure: Timed interactions where people take turns sharing, listening, and reflecting. Everyone has an equal amount of time to talk, listen, and be heard. Equity: Conversation partners are assigned randomly in order to avoid choosing partners based on personal preference. Group conversations typically involve going in order around a circle rather than popcorn style. Prepared questions: Directs conversation towards meaningful topics and deeper reflection. ### **Additional Information** What is Authentic Relating? [2 minute video ](https://www.youtube.com/watch?v=LJG7R7Da5xA)/ [15 minute video](https://www.youtube.com/watch?v=LJG7R7Da5xA) This event is open to woman identifying individuals. All ages, abilities, and sexual orientations welcome! If you would like to participate, please arrive early so we can start on time. Late arrivals jeopardize the emotional safety and flow of the event. Everyone who attends is invited to join a WhatsApp group to stay in touch and connect with others one-on-one. ### **Testimonials** "WOW OH WOW! It was total magic for me! When I got home last night and looked in the mirror, my face was aglow! At least 20 years were melted away! My face was glowing and beautiful! In the morning, I was happily surprised to see the same glow on my face! Somewhere deep inside of me was touched with healing energy. I had dropped my usual protective guard which I wasn’t even aware was there during the meeting. That you, Clara Fang! See you at the next meeting ☺️" "THANK YOU THANK YOU for hosting this event! It was amazing to connect with brilliant, authentic, and caring women, in person. I could not have asked for a more supportive and healing space. My heart is full. Everyone everywhere needs this, but especially here and now!" "Most social events are like fast food--stimulating but insubstantial. Authentic Relating feels like a carefully crafted and nutritious meal, made with love for you." "Clara is a warm and engaging facilitator who makes everyone feel welcome and comfortable to be their authentic selves." \*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\*

**Tired of surface-level conversations?** Join us for *Ditch the Small Talk*—an evening of deep, real connection with strangers who are down to go there. We’ll meet in the grass at Alethia Tanner park, break into small groups, and draw questions from a deck of cards designed to spark vulnerable, honest conversations. How it works: Draw a card and ask a question. Listen. Don't coach or give advice without permission. Try to ask follow-up questions when people share. You can spend 1 minute on a question or 1 hour, just go with the flow. **If you show up late, please don't interrupt the speaker. Just sit down in a group of your choice and they'll bring you up to speed when whoever is talking finishes. Bring a blanket or chair if you don't want to sit in the grass. *** Rules*** 1. Don't debate politics 2. Keep what is shared in the group within the group 3. If you need to use your phone, step away from your group first

Hey Poetry Lovers! This group is on a roll. Here’s the gist: We meet at the **Capital One Café in Chinatown** from **12pm - 2pm** every other week. For enrichment, we start by reading and reflecting on a **“published poem”**, suggested by someone in the group. No advance preparation is necessary. But feel free to check out some of the poems we’ve read [here](https://docs.google.com/spreadsheets/d/e/2PACX-1vSyE_wCLQCPHRrKmN5F9tOIeeRQUZESxjRXGVBoCF2uU8Gm0_d0uECiCBCQXEy6ksxfsBOhtRIOpW3T/pubhtml?gid=0&single=true&widget=true&headers=false%22%3E%3C/iframe%3E). Or submit suggestions for future meetings [here](https://docs.google.com/forms/d/e/1FAIpQLSexGc2Z2Kp6bZW0D3_hfJ7NUUkfNHf7TXX-43FglCeBd9EF2Q/viewform?usp=send_form). Next, we **share our work and offer feedback**. Depending on attendance, everyone gets \~10 minutes to use as they like. (No need to share, though; you’re welcome to come even if you prefer just to listen.) We maintain a **Discord server** to help share our work and communicate outside our bi-weekly meet-ups. If you haven’t used Discord before, take a moment to download it and create an account before arriving. When we meet you on Saturday, we will add you to our server, the “DC Poetry Workshop”, and can help you navigate the app if you have questions. Finally, if you plan on sharing a poem, consider how you will do so. Some options include: * Print 5-10 copies to distribute in person * Take and share screenshots in the Discord chat. * Copy the poem into a google doc, change sharing settings to “anyone with link”, and copy the google doc link into the Discord chat. Most importantly, we’re excited to meet you! Catch you on Saturday, Diego / Ian / Cayden / Nate / Otasha / Lia / An

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

New Columbia Swing is your source for swing dancing and learning. Take our free beginner lesson, offered every week, followed by a fun social dance. Dance is $15 at the door or $12 if you preregister at https://newcolumbiaswing.org/register. $10 for students/military. **Is this your first time dancing with us? Register with the code FIRSTTIME for a 100% discount!** **SCHEDULE:** Join us at 8pm for a drop-in beginner lesson (no partner required). The main social dance starts at 9:00pm! Any questions or concerns? Email us at info@newcolumbiaswing.org.

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.