Big Data

Are you ready to enjoy warmer spring evenings together again? We are, and that’s why we’re inviting you to our next Data & AI Engineering [applydata](https://applydata.io) Meetup, taking place at our Bucharest office on the 14th May. **Bogdan Beda:** ***"Beyond Syntax: The Evolving Role of the Software Engineer in the AI Era"*** [Bogdan Beda](https://www.linkedin.com/in/bogdan-beda/) is a Principal Software Engineer at [Microsoft](https://www.linkedin.com/company/microsoft/), working on \*Copilot for Work\* backend, on a non-deterministic product using a codebase that is increasingly being generated by AI. In his presentation, Bogdan will explore the new essential toolkit for the AI era – moving beyond basic prompt engineering to mastering product development, from system design decisions to validating outputs. **Costin Vilcu: *"SOC Transformation in the AI Era"*** [Costin Vilcu](https://www.linkedin.com/in/costin-vilcu-oscp-pentester/) is an Information and Network Security Professional with 20+ years of experience, passionate about Penetration Testing, Security Consulting, Teaching and Social Communication. Costin's presentation explores how Security Operations Centers (SOCs) must evolve in the age of AI, from reactive monitoring to intelligent, autonomous threat detection and response. **Dana Juncu: *"The Invisible Threat: How a Sticker on a Traffic Sign Could Compromise Autonomous Vehicles"*** [Dana Juncu](https://www.linkedin.com/in/danajuncu/) is a Senior Product Manager at [Diconium](https://www.linkedin.com/company/diconium/posts/?feedView=all), working at the intersection of data, engineering, and product, owning end-to-end delivery of labeled datasets for ADAS & autonomous driving systems. In her presentation, Dana will cover why AI security is fundamentally different from traditional software security and what it actually takes to build robust, trustworthy AI in safety-critical domains. If you're curious, you can read more about the importance of Data Labeling in her previous blog articles: [Data Labeling as Continuous Service](https://applydata.io/data-labeling-as-a-continuous-service/) & [Traffic Sign Recognition at Scale](https://applydata.io/traffic-sign-recognition-at-scale-why-the-dataset-is-the-hard-part/) **What to expect:** * Three expert talks * Networking opportunities in our historical villa office * Some snacks & drinks **Timetable:** * 18:30 - Event admission * 19:00 - Welcome & introduction * 19:05 - First speaker * 19:30 - Second speaker * 20:00 - Third speaker * 20:30 - Connect & chat ✧ ✧ ✧ **Our goal is to form a local data-loving community, so join us and let's talk data together!** ✧ ✧ ✧ *At the event, sound, image and video recordings are created and published for documentation purposes as well as for the presentation of the event in publicly accessible media, on websites and blogs and for presentation on social media. By participating the event, the participant implicitly consents to the aforementioned photo and/or video recordings. Find [more information on data protection here](https://applydata.io/events/information-on-data-protection/).*

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

**ProductTank NoVA is back!** After a brief hiatus, we are relaunching the chapter with a format that cuts out the fluff and gets straight to the reality of building. Every product feed is flooded with AI hype right now, but what does it actually look like on the ground? Instead of a polished keynote, we are hosting **0 to 1 with AI: Real Product Talks**—a "Show & Tell" featuring 3–4 lightning talks focused on the intersection of AI and product. The framing for the talks is simple: *"Here is what I'm building, and here is what I'm stuck on."* We want to look at the messy, 0-to-1 reality of integrating AI into your workflows and products. *(Want to share what you are working on? Reach out! The bar is low-pressure, just 10–12 minutes to talk about a real AI problem you are trying to solve.)* **Agenda:** * **5:30 PM - 6:00 PM:** Doors open, networking, & name tags * **6:00 PM - 6:10 PM:** Welcome + Chapter Relaunch Intro * **6:10 PM - 7:30 PM:** Lightning Talks (Three 12-min talks + 5 mins Q&A each, with a 5-min stretch break) * **7:30 PM - 8:00 PM:** Open networking * **8:00 PM:** Soft close **Location & Logistics:** Herndon Fortnightly Library (Extended Hours Meeting Room) 768 Center St, Herndon, VA 20170 * **Parking:** We'll meet at the library, located just behind the Herndon Municipal Center. There is plenty of free public parking available around the municipal center. * **Metro & Bus:** Take the Silver Line to Herndon Metro Station, then connect via Fairfax Connector Route 921 or 950 to Historic Downtown Herndon. * **Driving (via VA-267/Dulles Toll Rd):** Take Exit 10 North (Centreville Rd, which becomes Elden St). Turn left onto Station St or Lynn St. * **Driving (via VA-286/Fairfax Co Pkwy):** Take the Elden St West exit. Turn right onto Lynn St. Looking forward to seeing everyone again and getting back to building!

​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/)

Most AI meetups end up as just networking. **We’re different.** At **AI Tool Explorers Night \| Connect & Make New Friends**, you’ll: ✨ Walk away with a *real learning nugget* (a tool, workflow, or strategy you can use immediately) ✨ Connect with people who share your curiosity for AI, productivity, and automation ✨ Enjoy a fun, casual setting where new ideas and friendships spark naturally 👉 **Our promise:** every session delivers structure, substance, and takeaways you can use when you get home. ### 📅 Event Flow * **6:00–6:15 PM** → Arrivals & intros * **6:15–6:45 PM** → AI demo / learning nugget * **6:45–7:00 PM** → Q&A and group discussion * **7:00–8:00 PM** → Networking & contact sharing ⚡ Please hold networking until after the presentation so we can all learn together. Plenty of time at the end to connect and exchange cards! **Let's explore AI Tools that actually *work* in our day-to-day life!** *** #ChatGPT #Claude #Grok #Gemini #Perplexity #DeepSeek #NotebookLM #Cursor #GitHubCopilot #Replit #Windsurf #v0dev #Lovable #Zapier #Makecom #n8n #Descript #OpusClip #Synthesia #Runway #Sora #Kling #Veo #PikaLabs #LTXStudio #AdobeFirefly #Vidu #Hailuo #LumaDreamMachine #Wisecut #Elaiio #Capsule #Filmora #Gling #Magisto #AdobePremierePro #ElevenLabs #Suno #Udio #Soundraw #Riffusion #Mubert #BeatovenAI #AIVA #Loudly #SplashPro #Soundful #MagentaStudio #WavTool #MakeBestMusic #BandLabSongStarter #TadAI #EcrettMusic #Midjourney #DALLE3 #CanvaMagicStudio #NotionAI #Gamma #Fathom #FirefliesAI #MLX

**REGISTER AT THE LUMA EVENT PAGE!!!** https://luma.com/27ja5gwl Join us for an exciting talk by Mary Gibbs, Senior Applied Scientist at Relativity. ​ ​**​Agenda:** ​​6:00 - 6:30 PM - Welcome and mingle 6:30- 6:45 PM - Introductions 6:45 - 7:30 PM - Talk 7:30 - 8:00 PM - Wrap up **​​Description:** ​If you have ever shipped a model, watched your metrics improve, and later learned from your users that something was wrong, the metrics were always wrong. You just didn’t know it yet. An evaluation consists of three components, a benchmark, a scorer, and a claim about what a score represents. Each component has its own weaknesses. Benchmarks can suffer from narrow coverage, contamination, or saturation. Scorers are often chosen for ease of automation or computation rather than for their alignment with user outcomes. And the claim connecting a score to reality is rarely made explicit. These gaps compound across the model development lifecycle. When metrics improve, teams treat that as a signal and optimize directly against it, which is how a measurement problem becomes a model problem. This talk maps where evaluations can go wrong, considers counterarguments, and ends with practical advice for building better ones. **​Speaker Bio:** ​Mary is a Senior Applied Scientist at Relativity, tackling data science challenges in the e-discovery and legal tech space. She is also an organizer for Women and Gender eXpansive Coders DC (formerly Women Who Code DC), fostering a community dedicated to empowering women and nonbinary individuals to excel in their careers. Mary's experience spans various domains. She has developed data science solutions related to job search and career progression at Teal, cybersecurity challenges at LiveAction Software, and commercial and government consulting at Mosaic Data Science. Before venturing into the field of data science, Mary conducted and published research pertaining to the cellular and molecular mechanisms underlying neurodevelopment at the National Institutes of Health. In other words, she has dissected and imaged a lot of fruit fly brains. She holds a M.S. in Data Science from The George Washington University and a B.A. in Biological Sciences from Cornell University

If you’re trying to grow in marketing right now, guessing isn’t a great strategy. This event gives you direct access to how marketing leaders actually think. Join DC Marketing Tech Talks on May 19th in Tysons for a live **CMO Ask Me Anything** — a candid, open conversation with experienced marketing leaders who have built teams, driven revenue, and led at the highest levels. This is your chance to ask: * What skills actually matter right now? * What gets someone promoted vs. passed over? * What does it take to become a CMO today? * How are marketing teams and roles changing? * How do you connect brand to real business growth? Just real answers from people who have done the work. Whether you’re looking to move up, switch roles, or sharpen your edge, you’ll leave with a clearer sense of what to focus on next. As always, this event is free and open to the public thanks to our sponsors, SalesIntel. Food, drinks, networking, and a room full of marketers who care about getting better at what they do. Come with questions. Leave with direction.

**Saturday • May 16 • 2–5 PM • Ashburn, VA** Many people say they want to write a book someday — **this session helps you start.** Your life experiences already contain stories, lessons, and insights that could become books. The real challenge is **how to organize those experiences and actually turn them into writing.** In this interactive session, I’ll share the approach I’m using to build a **multi-book journey based on lived experience.** So far I have: 📚 **3 books published on Amazon** 📖 **1 more books releasing this year** (end of the year) 📝 **16 additional books planned** — and likely many more. This session is not about writing **just one book**. We’ll explore how your experiences can evolve into **multiple books over time**, and how to **use AI the right way to speed up your writing while keeping your voice authentic.** *** ### What We’ll Explore • Turning life experience into book ideas • How one journey can become multiple books • Simple ways to structure stories and lessons • Using **AI to organize ideas and speed up writing** • Practical strategies to actually finish a book **Everyone will leave with the outline of their first book idea.** **You don’t need writing experience — just curiosity about how your life experiences might turn into ideas worth sharing.** *** ### Event Details 💵 **$25 RSVP — includes coffee + snacks** 📍 **Ashburn, VA** (exact address shared after RSVP) 🕑 **2:00 PM – 5:00 PM** 👥 **Max 10 people** for a small, interactive conversation. Most attendees are professionals, entrepreneurs, and people navigating reinvention or new chapters in life. *** # Background — Writing & Reinvention Journey Writing has been one of the most powerful tools in my own reinvention journey. What began as reflections during a difficult life transition gradually evolved into published books and a growing body of work focused on reinvention, personal growth, and life transitions. My goal is not just to write books — but to help others realize that their experiences may also hold stories worth sharing. *** # 🔗 Midlife Reinvention Ecosystem 🌐 Website [https://midlifereinvention.co](https://midlifereinvention.co) ▶ YouTube (400K+ views) [https://www.youtube.com/@midlife_mindfulness](https://www.youtube.com/@midlife_mindfulness) 💼 LinkedIn (4K+ followers) [https://www.linkedin.com/in/anju-debnath-0061524/](https://www.linkedin.com/in/anju-debnath-0061524/) 🤝 Meetup Community (300+ Members) [https://www.meetup.com/ashburn-transition-meetup-group/](https://www.meetup.com/ashburn-transition-meetup-group/) 📚 Amazon Author Page [https://www.amazon.com/stores/Anju-Debnath/author/B0FFNBVZLQ](https://www.amazon.com/stores/Anju-Debnath/author/B0FFNBVZLQ)