Data Pipelines

**Pre-Registration is REQUIRED. RSVP here - [https://luma.com/6twkovvg](https://luma.com/6twkovvg)** ## ODSC AI x Snowflake Present: AI Innovation in the Capital **Our premier Washington D.C. AI Meetup of March 2026!** Skip the usual AI hype and join us in the District for an evening of technical deep dives and high-level networking. We’re bringing together **D.C. builders, data scientists, and engineers** to discuss how to bridge the gap between AI experimentation and enterprise-grade deployment. Come for the networking, stay for the expert insights from the Snowflake team, and leave with a sharper strategy for scaling AI in 2026. ## The Session **Topic: Engineering the Future of Enterprise AI (Title TBA)** *Official topic and abstract coming soon!* While the specific title is under wraps, **Matt Harris** typically explores the intersection of high-performance data architecture and generative AI. Expect a session focused on how organizations can leverage Snowflake’s evolving ecosystem to build secure, scalable, and governed AI applications that go beyond the chat box and into core business logic. **Speaker:** Matt Harris, Principal AI Strategy Architect (FSI at Snowflake [https://www.linkedin.com/in/matthew-d-harris/](https://www.linkedin.com/in/matthew-d-harris/) Matt is a veteran in the data space, serving as a Principal Solutions Engineer at Snowflake. He specializes in helping complex organizations transform their data architecture into a competitive advantage. With deep expertise in the Snowflake Data Cloud, Matt focuses on making advanced data science and AI accessible, governed, and ready for production environments. ## Why Attend? * **Network with the Best:** Connect with AI practitioners and data leaders in the D.C. tech and public sector ecosystem. * **High-End Experience:** Enjoy bites and refreshments in a professional, collaborative environment. * **Exclusive Insights:** Get a direct line to Snowflake’s technical leadership on where enterprise AI is headed next. ## Agenda * **6:00 PM – 6:30 PM:** Networking & Bites/Drinks * **6:30 PM – 7:15 PM:** Presentation by Matt Harris, Principal Solutions Engineer at Snowflake * **7:15 PM – 7:30 PM:** Interactive Q&A * **7:30 PM – 8:00 PM:** Networking & Closing **Venue:** Mindspace, 1301 K Street Northwest, Washington, DC 20005 **RSVP now to secure your spot!** ## Useful Links * **Free access to more talks/trainings:** [Ai+ Training platform](https://aiplus.training/) * **ODSC Blog:** [https://opendatascience.com/](https://opendatascience.com/) * **Join the Community:** [Slack Channel](https://www.google.com/search?q=https://odsc.ai/slack) * **Code of Conduct:** [https://odsc.ai/code-of-conduct/](https://odsc.ai/code-of-conduct/)

**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026031207)is required for admission.(RSVP is turned off on meetup) **Description:** Join Google Cloud for the 2-days agentic AI bootcamp to learn how to build production-ready AI and multimodal agents. **Day 1: The ‘Now’ – Solving for Scale** Start building tools. Day 1 is dedicated to bridging the "Proof-of-Concept Gap"—the difficult space between a successful demo and a live, enterprise-grade application. We are moving beyond the novelty of "cool prompts" to focus on the engineering rigor required for the real world. **Day 1: What to Expect:** * \- Architecture for Scale: Learn how to design robust AI systems that don't just work once\, but work every time\. * \- Data\-Driven Evaluation: Replace subjective "vibe checks" with rigorous\, programmatic assessment\. Implement adaptive rubrics and tool\-use metrics to ensure reliability\. * \- Security: Deep dive into enterprise\-grade protection for AI workloads\. * **Day 2: The ‘Next’ – Capturing Innovation** The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before. **Day 2: What to Expect:** * \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\. * \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\. * \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\. **Who Should Attend?** This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial. To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone.

**Agenda :** * 4.45 to 5.00 PM ET: Food and Networking * 5.00 to 5.50 PM ET: "Data Science & Machine Learning with Microsoft Fabric" Hello Everyone! Please join us for our March 12th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided. You will need a government-issued ID to enter the facility.** **Title:** Data Science & Machine Learning with Microsoft Fabric **Description:** Explore Microsoft Fabric’s integrated Data Science experience across ideation, preprocessing, modeling, & deployment. Learn how to ingest and prepare data via OneLake and Lakehouse, leverage Notebooks, Data Wrangler, Spark, SynapseML, MLflow for experimentation, & operationalize predictions with batch scoring and Power BI direct integration. Also, learn to build generative AI Q&A systems using Fabric Data Agents. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

**Schedule** 5:00 pm - 5:30 pm - Sign-in/Meet and greet/networking 5:30 pm - 7:00 pm - Break the Cloud Lock-in: Building Adaptive Intelligence Orchestration with DIO 7:00 pm - 7:45 pm - Leaning on the SQL: Crafting Resilient Data Layers **Talk and Speaker Details** **Time**: 5:30 pm est. **Title**: Break the Cloud Lock-in: Building Adaptive Intelligence Orchestration with DIO **Summary**: AIaas are often stuck in a binary choice: pay the "token tax" for convenient Cloud APIs or manage the complexity of local open-source models (Llama/Mistral) yourself. The future belongs to a hybrid architecture—but the routing logic shouldn't be spaghetti code. In this session, we introduce DIO (Distributed Intelligence Orchestration), a new open-source framework designed to bridge on-premise infrastructure and cloud capabilities. We will move beyond theory and look at the code behind the Federated Decision Engine (FDE)—the algorithm that allows you to dynamically route prompts based on privacy, cost, complexity, and more. **Session Takeaways:** \- The DIO Architecture: A technical deep dive into the open\-source framework that decouples your application from specific model providers\. \- Live Integration: How to implement the DIO SDK to build a "Smart Router" that connects the best of both world for Cloud & On Prem Intelligence\. **Speaker**: Snow Zhao **Speaker Bio**: Founder & CEO of AIgentic \| Ex\-Meta engineering leader\. Building the future of professional services with precision & trust\. Snow has decades of Silicon Valley experience building and scaling technology organizations at Facebook, Block (Cash App), and Groupon. She is currently building at AIgentic, an applied AI company designing robust, trustworthy AI systems for professional industries. She leads global teams that delivered secure, high-performance systems used by billions, from product infrastructure behind Messenger’s rewrite and end-to-end encryption, to architecting enterprise AI platforms that bridge traditional sectors with digital transformation. Her work has spanned mobile, security, open-source, federated architecture, AI-powered automation, cross-platform software ecosystems, and more — always guided by the principle that engineering excellence is a human discipline as much as a technical one. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time**: 7:00 pm est. **Title**: Leaning on the SQL: Crafting Resilient Data Layers **Summary**: Most apps need to persist data. The mechanisms for persisting vary, from key-value pairs to relational databases to files and more. SQLite is the de-facto standard for persistence in mobile apps: it ships with every Android and iOS app. This session looks into best practices for SQLite data persistence, drawing from practical, digestible, real world examples. We look into when one should lean on the SQL versus when to perform data manipulation in application code. We look at some examples of constraints that you might have written in Kotlin/Swift, and how expressing them in SQL instead can offer data consistency and integrity benefits. A major focus of the session is on migrations. Data schemas inevitably evolve, and executing migrations carefully is essential, as mistakes can have severe consequences, including data corruption. We look into best practices for migration, including when to do migration in application code versus in SQL. We also examine some real world migration examples beyond the simple case of adding a column with a default value. Finally we look at migrations that cross data sources. This could occur if for example you were persisting data in a key-value store but you now want to migrate that to a database table. This must be done in application code but can you still take advantage of database migrations? Can you cover your migration code with unit tests? **Speaker**: Kiran Raon **Speaker Bio**: Two decades as a developer, got into Android in 2010. Adopted Kotlin in 2017, had my first attempt at KMP in 2019 (when it was still called KMM). Worked on and off with iOS and web client technologies throughout my career, also dabbled in other cross platform technologies. Full-fledged Mobile developer since 2023. **How to find us:** 1680 Capital One Drive, McLean, VA 22102 We'll be located in C2 **100 D/E**. The area is publicly accessible. If you can't find it, you can ask the front desk for directions to the **C2 100 D/E** **Attending Virtually?** [https://us06web.zoom.us/j/84418455380?pwd=fJczZgKv2BaGVPLi7azEr3XAJMPvBR.1](https://www.google.com/url?q=https://us06web.zoom.us/j/84418455380?pwd%3DfJczZgKv2BaGVPLi7azEr3XAJMPvBR.1&sa=D&source=calendar&usd=2&usg=AOvVaw2giIJenXoEsPXfYgNs_atJ) Meeting ID: 844 1845 5380 Passcode: 369382 **Parking**: You can park at 1680 Capital One Drive; this garage has a sign indicating public parking. Or at the WEGMANS parking lot.

In March of 2026, the long-time staple of Kubernetes ingress controllers, ingress-nginx, will stop receiving security patches and regular updates. For many Kubernetes operators, this is a forcing function for us to migrate to a new solution that supports the newer Gateway API. The ecosystem of solutions in this space is large and complex, and operators find themselves weighing a myriad of options. In this talk, I hope to answer many questions that we have had to answer in this space, such as: * What are the advantages of Gateway API over the Ingress API? * Which Gateway API Solution should you use for different scenarios * Why not simply migrate to another ingress controller? * Where does the AWS Load Balancer Controller fit in this new ecosystem? * What does support for WAF, ALB, NLB, etc. look like going forward? **Timeline:** **6:00 PM** \- Doors Open\. Please be prepared to show ID that matches your registration\. **6:30 PM - 7:30 PM** \- Speaker **7:30 PM - 8:00 PM** \- Networking **8:00 PM** \- Event ends\. Conversation continues at Highline for anyone interested\.

***Join us for an evening in an electronics lab where we will attempt to run clean scans of gold samples, and then clean up that data with post processing.*** This is a high sensitivity experiment, and we do not plan on being successful so early. But we've had promising results lately - so we will be putting in the time. We are NOT meeting at our usual location, but rather at Steve's house/lab. If you RSVP, you will get a DM with the address but it's located in Silver Spring. We will attempt full, clean lab - clean tip repeated scanning tests to see what we can learn and improve. We will experiment with online attendees, but if all possible showing up in person is strongly encouraged. Online join link is: - [https://meet.jit.si/mocomakers](https://meet.jit.si/mocomakers) Our community is building (and documenting for other teams) how to build a scanning tunneling microscope using a mix of common and 3D printed parts. This will allow us to scan and visualize a single atom - an ambitious we are doing over the course of a few months. The MoCo Makers community is one of the most innovative and competent groups in Maryland, and we've done everything from [publishing cancer research](https://pubmed.ncbi.nlm.nih.gov/38136356/), to [launching products](https://www.kickstarter.com/projects/gotim/cozy-curvy-multi-contour-pillow), [winning grants](https://covidinfocommons.datascience.columbia.edu/awards/2014255), and inspiring thousands. Now our biggest challenge yet has appeared. We are building a Scanning Tunneling Microscope, that will allow us to scan and visualize single atoms. To get a better idea of what we are doing, see our reference project here: [https://www.youtube.com/watch?v=7N3OqTEq08g](https://www.youtube.com/watch?v=7N3OqTEq08g) All starting CAD, code, and reference files should exist. However, let's be the first Maker community to document the build process and share it with learners around the world. We will be publishing our work here -[ https://hackaday.io/project/202816-qt-panda](https://hackaday.io/project/202816-qt-panda) If you need a ride, let us know.

**DC Service Jam is back.** This March, SD:DC is hosting the DC edition of Global Service Jam 2026 week. We are part of a worldwide movement of designers, strategists, and curious minds who come together to build real service concepts from scratch. From **Saturday March 14 to Sunday March 15**, you'll work in a small team around a secret theme revealed at kick-off. No briefs, no client. Just hands-on design, rapid prototyping, and plenty of Post-its. This year we're bringing AI into the mix. Throughout the weekend we'll look at how AI tools can support service design work, as a sensemaking tool, to build artifacts faster, and to push prototypes further. **WHAT TO EXPECT** **Saturday March 14th** * **9 - 10am:** social / breakfast (theme reveal + team formation) * **10am - 6pm:** full day of research, ideation, and prototyping (meals provided) * **6:30pm (optional):** social / happy hour (nearby bar) **Sunday March 15th** * **9 - 10am:** social / breakfast * **10am - 12pm:** finalize prototyping & storytelling * **12pm - 2pm:** present your work and share what DC made with the world **WHO SHOULD COME** You don't need to be a service designer. If you're a UX or product designer, strategist, public servant, researcher, or just someone curious about how services actually work, you're welcome here. **LOGISTICS** * **Dates:** Saturday March 14th & Sunday 15th (ending at 2pm) * **Venue:** SteamPunk, McLean, VA * **Capacity:** 50 spots only (first come, first served) * **Attendee fee:** $60\* (covers meals, materials, and space) *\* If the fee is a barrier for you, we have a limited number of discounted tickets available, just reach out to Sergio Venegas directly for a code.* **WHAT TO BRING** ✔️ An open mind and a willingness to make things ✔️ Laptop and charger ✔️ Curiosity about Service Design (no experience needed) **Follow SD:DC on LinkedIn and @DCServiceJam on Instagram for updates!** \*\*\* Many thanks to our host and sponsor, **SteamPunk** *Design. Disrupt, Repeat. Steampunk is anchored by a startup culture with a customer-centered delivery approach. We put our Federal government clients in the center of everything we design, develop, and deliver to drive high quality mission impacts and user experiences at speed.*

This meetup is designed to be an open forum amongst our community. We intend for it to be an opportunity for members to showcase what projects we've been working on this year related to Linux and AWS. If you are a current (or aspiring) professional looking for a practical way to build your experience with Linux and cloud computing, this event is for you! About us: Respect The Tech is an organization focused on information technology education and innovation. Our mission is to innovate technology education through virtual labs and gamified training. All of our team members are experienced professionals in the cybersecurity and cloud computing field. We are based out of the DMV and aim to serve the DMV with the same tools that enabled us to be successful with technology. ______________________________ Requirements: A functional laptop AWS account created and ready to use (free tier recommended)

Every year MoCo Makers is proud to partner with the DMV Petri Dish to celebrate Pi Day, 3/14, which is a celebration of the mathematical "transcendental number" pi - 3.14159.... Pi day is also a great excuse to be social and eat Pie! This event is open to all backgrounds, even if this is your first event! We are meeting at the 7 Locks Brewery, and they kindly let us bring our own food. No worries if you don't drink alcoholic drinks, all are welcome. Bringing your own food is encouraged but not required. If you are planning to bring something, please enter your name, item name, and quantity in the spreadsheet below: https://docs.google.com/spreadsheets/d/1ldQxYBECyxwTeX_woLhbQZlj0EkAyB5qrc-Q16hBOn0/edit?usp=drivesdk There will be a countdown leading up to 1:59 pm, complete with disco ball drop. 🪩 Dr. Cheryl Lohman is sponsoring an assortment of chef-crafted savory-style pies, and they come well reviewed (just ask past attendees). Join us for some good times, and tasty eats!

Family Constellation work is a powerful experiential process for discovering the hidden dynamics operating within families and systems. Often the struggles we carry—conflicts, repeating patterns, unexplained emotions, or blocks in life—are not only personal but connected to deeper, unseen loyalties in our family lineage. In a constellation workshop we learn to slow down and look at what actually is, without judgment or blame. By respectfully acknowledging forgotten or excluded members of a system, and by allowing what has been hidden to be seen, the deeper intelligence of the field begins to reveal unexpected solutions. As order is restored, people often find themselves able to release burdens that were never truly theirs to carry. Unconscious entanglements between victim and perpetrator can soften, making space for dignity and understanding on all sides. Participants frequently experience a renewed sense of belonging—to their family, their life, and their place in the larger human story. Through the shared field of the group, movements toward resolution emerge organically, allowing individuals to step forward with greater clarity, strength, and freedom. Randy Goldberg, LMT is a graduate of the DC Hellinger Institute, and of advanced studies in Family Constellation with Heinz Stark of Germany. He is a former Yoga monk, Craniosacral therapist, and a world-renowned astrologer (both Western and Vedic) interviewed by the Washington Post, NPR, and CNN. He has facilitated Family Constellation therapy for individuals and groups for more than 20 years. More information at www.randygoldberg.org ; 202-380-6850 or randygoldberg.org@gmail.com March 15th Sunday 1-5pm at the TEAL Center in Arlington VA $65 4001 9th Street North, Suite 230 Arlington, VA 22203 To register, go to https://www.wellnessliving.com/rs/event/teal_center?k_class=870820&fbclid=IwY2xjawQVgiVleHRuA2FlbQIxMABicmlkETFYbFZ5OWRPUWFuemZvMm9Qc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHknaoX9jvagt8WzeiPnyYQPJ95xVrGgNKZZBvyIzYLBfUs7kpWXDyXae3Wm4_aem_U4mAzhpgkvjl7FbpeSVyWQ

ike Turkey Run Park- Pho Lunch, VA Sunday March 8 With winter weather receding, this is a great way to fight cabin fever and head back outside with views of the Potomac. This is a 3 to 4 mile loop hike along the Potomac River just below the American Legion bridge off the GW parkway. The trail is mostly easy and flat, but there are some slightly rocky areas. Be aware that this time of year where segments along the river can be muddy and there are some rocky areas we must maneuver around. Bring a mascot! The park is dog-friendly, but must be on a leash. For more info and maps (see side links): [https://www.nps.gov/gwmp/planyourvisit/turkeyrun.htm](https://www.nps.gov/gwmp/planyourvisit/turkeyrun.htm) What to Bring: Good hiking shoes Water Meet: 9:00 am Where: Parking Lot C-1. (First parking lot when entering park. See map at link below for details) Park Trail Map: [https://www.nps.gov/gwmp/planyourvisit/upload/Corrected-Turkey_Run_Park_Trail_Map_11242023_508c.pdf](https://www.nps.gov/gwmp/planyourvisit/upload/Corrected-Turkey_Run_Park_Trail_Map_11242023_508c.pdf) Departure: 9:10 sharp. We should return to the parking lot no later than 11:15 am. For those interested, we can later head over to nearby Pho 75 (1721 Wilson Blvd) for a great hot pho - one of the best in the area. **Note: Cash Only!** **In the comments section please indicate if you need a ride. If you are coming by car and wouldn’t mind picking someone up at a convenient metro stop, please indicate how many people you can take. Hopefully we’ll have enough room for everyone. I can pick up three at the Braddock Road metro (yellow), located in Alexandria, VA. Or, I can pick up folks at Rosslyn metro (orange/blue). Carpoolers, please chip in generously for gas.** Note: This event is cross-posted with other Meetup groups.

Join us to enjoy Marcus DC, located in the Morrow Hotel in NoMa / Union Market neighborhood -hailed as one of the area's top dining destinations (2026 Washingtonian 100 Very Best Restaurants List), recognized as America's most beautiful new restaurant of 2025 by Robb Report and recognized for Executive Chef Anthony Jones who was named Rising Chef in the 2025 Eater DC Awards. It features a unique menu blending modern American cooking with Ethiopian and D.C. **The Washington Post** (Sietsema) While a number of dishes explain why Marcus DC is a hard reservation, the most riveting is a shareable entrée that’s the taste equivalent of a three-ring circus. Order Mel’s crab rice, and out comes a round pan of Carolina rice infused with obe ata, a rousing Nigerian red pepper and tomato sauce. The surface of the grains is colored with glossy bell peppers, okra stinging with hot sauce and spidery-looking, tangy fennel. Mounded on top is blue crab finished with béarnaise sauce mixed with uni — rich on rich, the top hat to complete the outfit. Like a proper paella, some bites are crisp, others are soft. Each forkful delivers a riot of flavor. Lucky diners get the bonus of having the largesse presented by Anthony Jones, the restaurant’s executive chef. A son of Maryland, Jones pays tribute to his family’s favorite crab shack, Mel's Crabs, near where he grew up in Calvert County with one of the best dishes now playing in Washington. Yes, I’m obsessed with it. We should all have more obe ata and sea urchin butter in our lives. The man behind the restaurant's name is Marcus Samuelsson, the famous talent behind Aquavit and Red Rooster in New York whose portfolio embraces 15 restaurants. Born in Ethiopia and raised in Sweden, the chef, 54, prefers talking about Marcus DC, set in the sleek Morrow hotel near Union Market. And rightly so: He’s in a hot spot of the best kind now — so much foot traffic! Such an inviting interior! — serving some of the most personal food of his career. He’s supported by a cast of locals, foremost Jones, whose attention and enthusiasm surface in every exchange and every dish. This being the Mid-Atlantic, much of the food originates from the water. Here come slices of fluke arranged in a circle with watermelon radishes and golden plantain crisps, buoyed by a fetching green pond: green apple and cucumber juice, as revivifying as the combination sounds. The kick on the plantains? Berbere, the Ethiopian spice blend. Browned scallops alternate with fleshy mushrooms and pickled white asparagus in another appetizer, this one set against a mole that’s a touch nutty and smoky. The airy-creamy green dollops? A whip of serrano, scallions and more. If you like spice, the kitchen has you covered. Throughout the menu, the kitchen deploys little accents that nudge plates from good to great. “Swediopian” is fusion at its finest: silken cured salmon and charred cucumber around which a server pours goldenberry broth, light yet assertive with ginger, mint and lemon juice. A sail of crisp injera makes for a fun finish. Samuelsson’s restaurants all serve cornbread, although it differs from location to location. For Marcus DC, the tall slices are tinted with blue corn, lashed with honey and presented with yassa butter, a spread of caramelized onion, preserved lemon and Dijon mustard that goes down like sunshine. The combination pretty much sells itself. The most widely consumed fish in Sweden makes another appearance in a select entrée, salmon crisped in the pan and so tender it falls away at the touch of a fork. Glazed with nori and gochujang, the fish arrives on a pale yellow butter sauce that pops with orange roe and gains color with minced chives. More fancies come courtesy of chunks of pickled daikon and little scrolls of sheer daikon wrapped around seaweed salad. Sweden meets Korea meets Japan. The strong ensemble cast reminds of my first dinner, when a server talked up Samuelsson’s far-flung interests. I recall the only continent he left out in his introduction was Antarctica. Just as Le Clou, the newcomer’s predecessor in this space, represented an uptick in French restaurants around town, Marcus DC rides a welcome wave of Black chefs sharing their stories, notably Kwame Onwuachi at Dogon and Eric Adjepong at Elmina. (Gone but not forgotten: Danielle Harris at the short-lived Almeda in Petworth.) As much as the menu, the interior helps tell Samuelsson’s story; the dining room is alive with colors that weave those of his youth with those of his travels. I love the spacious curved booths, the handsome bar and the open kitchen animated by cooks “in the city and of the city,” as Samuelsson puts it. Friends have spotted the top chef multiple times on the Acela en route from New York to D.C. He’s in town a fair amount. Samuelsson might like to know he has a great ambassador in the personable Jones, 36, who previously cooked under his boss at Red Rooster Overtown in Miami and knows his taste and his standards. This isn’t just a fishing hole, by the way. There’s roast chicken on the menu, because a hotel restaurant almost demands it. A glaze of sweet-tangy mumbo sauce brings it home. There’s a pasta, too, tossed with smoked clams and crisp snow peas and showered with pecorino. A meal could be made of the sweet potato, a side dish with star power: The smashed vegetable is made elegant with crème fraîche and shimmering salmon roe. Samuelsson’s secret weapons extend to executive pastry chef Rachel Sherriffe, whose sweet résumé includes Rooster & Owl in Washington and Jean-Georges in New York. At Marcus DC, she seduces diners with an intriguing rice pudding whose crisp notes come from puffed rice and whose green hue and breezy accent stem from Thai basil. An oval of yogurt sorbet and ginger lime jelly add cool and spark to the bowl. (The bite in the jelly? Sherriffe, who plays up savory notes in her handiwork, sneaks cayenne into the jiggle.) A dome of warm plum cake, flavored with almond paste and subtly nutty with teff flour, arrives with a scoop of cardamom ice cream and a crimson pool of sorrel jus that acknowledge both Samuelsson’s background and her Jamaican heritage — “Everything diaspora,” says Sherriffe. Looking forward to sharing this experience with you! ***Check out the menus [here](https://marcusdc.com/marcus-dc#menu)***[.](https://marcusdc.com/marcus-dc#menu) We ask that ALL folks honor their RSVP. If you are unable to attend after sending in a YES, please update your status so that others may join. In the event our group incurs a fee for no-shows / late cancellations, your ability to RSVP for future events will be restricted. Thank you in advance for your understanding. **WAITLIST:** Meetup does not allow a waitlist for paid events. If this event fills and you are interested in adding your name to the waitlist, please send host a message through the app. In the future, we will vary the days of the week and the types of restaurants so that we can attract many different types of diners. Feel free to make suggestions for future meet locations. All diners will pay their own tab. before departing the event. If you are unable to join us in March we hope you'll stay interested and join us for a meal in the future. Looking forward to catching up with you for a fantastic dinner at Marcus!

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.