Digital Marketing

Join us for an engaging 30-45-minute talk, followed by casual networking and drinks. The atmosphere is relaxed and friendly - perfect for learning something new, meeting interesting people, and enjoying good conversation over a glass of wine. **Who is it for:** This presentation is suitable for anyone interested in human or computer vision, and is designed to be informative and easy to follow. **What You’ll Learn:** You will learn how we see colour and how light works, how visual information is stored digitally, and the computer vision techniques used to manipulate visual data. **Why attend:** Feed your curiosity, enjoy a relaxed atmosphere with a glass of wine, and connect with others through networking.

​​**IMPORTANT: If you were not able to join our previous session on the 13th of December, we are re-doing the workshop with the SAME CONTENT, so more people can experience building AI apps using Redis AI products.** ​**​What?** ​​Redis AI workshop is a hands-on session with Redis AI products ​**​Why?** ​​Redis AI is a game-changer in the world of AI and machine learning **Where?** ​​Sofia, Synergy Tower, Boulevard "Tsarigradsko Shose" 111P, 1784 ​**​When?** 14th of May at 18:00 ​​ *Let’s run some live coding sessions together, where each participant can experiment with Redis LangCache, vector caching, and related features using their preferred programming language* ​**Workshop Agenda:** ​​17:30 - 18:00 Registration Session 1 ​​18:00 - 18:30 - Workshop intro and core concepts 18:30 - 19:15 - Coding Session 1 **Session 2** ​​ 19:15 - 19:30 - Recap and intro to Session 2 19:30 - 20:15 - Coding Session 2 **Session 3** ​​20:15 - 20:30 - Recap and intro to Session 3 20:30 - 21:15 - Coding Session 3 21:15 - 21:30 - Wrap up and Q&A 21:30 - 23:00 - Pizza and Networking ​**​*Bring your good coding mood and your own laptop with pre-installed containerization software (Docker, Podman, etc.)***

*🦞* Cogito Ergo Creo *🦞* Second gathering of OpenClaw Bulgaria. This time — we go local. On April 4th, Anthropic blocked Claude Pro and Max subscriptions from being used through OpenClaw and other third-party agent frameworks. The message was clear: if you want to run agents your way, you need to own your infrastructure. So that's exactly what we'll do. 🧠 Mental — Why local matters. What happened with Anthropic's decision, what it means for the agent ecosystem, and why running your own LLM isn't just a backup plan — it's freedom. 💻 Demo — Setup & run. Live walkthrough: setting up and running a local LLM from scratch. Models, hardware, tools, performance. No cloud, no API keys, no permission needed. 🔥 Live — Your turn. Bring your laptop, your project, your questions. Build something, break something, ask anything. Open floor. Who is this for? Developers, makers, entrepreneurs, and the simply curious. Whether you've been self-hosting for years or just want to understand what "running local" means — if you like building things, you belong here. Language: English + Bulgarian — whatever flows naturally. 📍 Location: SOHO — HOLISTIC Room, 4 Iskar Street, Sofia 1000 (near Serdika metro station) 🕐 Start: 17:00 🌐 www.openclaw.bg 💬 discord.gg/qu4gusnZd3 This is a recurring meetup — every first Thursday of the month (moved this month due to holidays). Come once, come always. Hosted by Alex Alexiew & Aria 🤖 ——— 🇧🇬 Български Cogito ergo creo. Втора среща на OpenClaw Bulgaria. Този път — ставаме локални. На 4 април Anthropic блокира използването на Claude Pro и Max абонаментите през OpenClaw и други агентни платформи. Посланието беше ясно: ако искаш да пускаш агенти по свой начин, трябва да притежаваш инфраструктурата си. Точно това ще направим. 🧠 Mental — Защо локалното има значение. Какво се случи с решението на Anthropic, какво означава за екосистемата на агентите и защо да пуснеш собствен LLM не е просто резервен план — а свобода. 💻 Demo — Настройка и стартиране. На живо: инсталация и стартиране на локален LLM от нулата. Модели, хардуер, инструменти, производителност. Без облак, без API ключове, без разрешение. 🔥 Live — Вашият ред. Донесете лаптоп, проект, въпроси. Създайте нещо, счупете нещо, питайте каквото искате. 📍 Локация: SOHO — зала HOLISTIC, ул. „Искър" 4, София 1000 (до метростанция Сердика) 🕐 Начало: 17:00 🌐 www.openclaw.bg 💬 discord.gg/qu4gusnZd3 Срещаме се всеки първи четвъртък от месеца (този месец преместен заради празниците). Елате веднъж, останете завинаги.

Join us for this year’s meeting with the queen of Guinean West African dance tradition – **Byshara Shokolate!** ✅ You can participate in the classes even without prior dance experience. 📅 **Program:** 💃🏾 **May 14 / 20:00 – 21:30 – Comorian Women’s Dances** 💃🏾 Learn how women from the Comoros Islands cultivate their femininity and strength through dance. 🥁 **May 15 / 20:00 – 21:30 – Drum and Dance** 🥁 NEW CLASS where we’ll dance while creating rhythm, inspired by STOMP and West African DUN DUN dances. Participants will both play instruments and dance at the same time. 🌴 **May 16 / 11:00 – 12:30 – West African Traditional Dance** 🌴 West African dances with live percussion. An exciting synergy between musicians and dancers, experienced through the traditions of Guinea and Mali. 👪 **May 16 / 12:30 – 13:30 – Dance for Kids & Parents** 👪 Time for parents and children spent on dancing, fun games, and bonding. 🥘 **May 16 / 18:30 – 20:30 – Cultural Night** 🥘 An evening to explore the cultures Bishara Chocolat comes from – the Comoros Islands and Guinea. Expect delicious food, captivating stories, and a small market with authentic jewelry and souvenirs. 🎟️ **Participation:** Pre-registration is required due to limited studio capacity – up to 25 people. (During Bishara’s previous visits, when the maximum capacity of 35 was reached, people continued to register at the last minute. Register early to secure your spot.) * Single class: €40 \* * Full pass – €140 / 8 passes available \*\* * Half pass (2 classes of your choice + Cultural Night) – €85 / 8 passes available * Cultural passes (3 classes of your choice + Cultural Night) – €110 / 8 passes available * \* For the “Dance for Kids & Parents” session, entry includes one parent with one child up to 13 years old. To receive a full / half / cultural pass, please contact us \- e\-mail: afrocenterbg@gmail\.com \- Viber / WhatsApp: \+359892 018 768 or sign the form - [MOVE YOUR AFRO with BYSHARA SHOKOLAT / 2026](https://docs.google.com/forms/d/e/1FAIpQLSdci4Kjcafexsmjb4dhFF_8v2KYSdPMDjlAALLwq8UCrQPsHA/viewform)

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/).*

Join us for an engaging 30-45-minute talk, followed by casual networking and drinks. The atmosphere is relaxed and friendly - perfect for learning something new, meeting interesting people, and enjoying good conversation over a glass of wine. **Who is it for:** This presentation is suitable for anyone interested in human or computer vision, and is designed to be informative and easy to follow. **What You’ll Learn:** You will learn how we see colour and how light works, how visual information is stored digitally, and the computer vision techniques used to manipulate visual data. **Why attend:** Feed your curiosity, enjoy a relaxed atmosphere with a glass of wine, and connect with others through networking.

​​**IMPORTANT: If you were not able to join our previous session on the 13th of December, we are re-doing the workshop with the SAME CONTENT, so more people can experience building AI apps using Redis AI products.** ​**​What?** ​​Redis AI workshop is a hands-on session with Redis AI products ​**​Why?** ​​Redis AI is a game-changer in the world of AI and machine learning **Where?** ​​Sofia, Synergy Tower, Boulevard "Tsarigradsko Shose" 111P, 1784 ​**​When?** 14th of May at 18:00 ​​ *Let’s run some live coding sessions together, where each participant can experiment with Redis LangCache, vector caching, and related features using their preferred programming language* ​**Workshop Agenda:** ​​17:30 - 18:00 Registration Session 1 ​​18:00 - 18:30 - Workshop intro and core concepts 18:30 - 19:15 - Coding Session 1 **Session 2** ​​ 19:15 - 19:30 - Recap and intro to Session 2 19:30 - 20:15 - Coding Session 2 **Session 3** ​​20:15 - 20:30 - Recap and intro to Session 3 20:30 - 21:15 - Coding Session 3 21:15 - 21:30 - Wrap up and Q&A 21:30 - 23:00 - Pizza and Networking ​**​*Bring your good coding mood and your own laptop with pre-installed containerization software (Docker, Podman, etc.)***

*🦞* Cogito Ergo Creo *🦞* Second gathering of OpenClaw Bulgaria. This time — we go local. On April 4th, Anthropic blocked Claude Pro and Max subscriptions from being used through OpenClaw and other third-party agent frameworks. The message was clear: if you want to run agents your way, you need to own your infrastructure. So that's exactly what we'll do. 🧠 Mental — Why local matters. What happened with Anthropic's decision, what it means for the agent ecosystem, and why running your own LLM isn't just a backup plan — it's freedom. 💻 Demo — Setup & run. Live walkthrough: setting up and running a local LLM from scratch. Models, hardware, tools, performance. No cloud, no API keys, no permission needed. 🔥 Live — Your turn. Bring your laptop, your project, your questions. Build something, break something, ask anything. Open floor. Who is this for? Developers, makers, entrepreneurs, and the simply curious. Whether you've been self-hosting for years or just want to understand what "running local" means — if you like building things, you belong here. Language: English + Bulgarian — whatever flows naturally. 📍 Location: SOHO — HOLISTIC Room, 4 Iskar Street, Sofia 1000 (near Serdika metro station) 🕐 Start: 17:00 🌐 www.openclaw.bg 💬 discord.gg/qu4gusnZd3 This is a recurring meetup — every first Thursday of the month (moved this month due to holidays). Come once, come always. Hosted by Alex Alexiew & Aria 🤖 ——— 🇧🇬 Български Cogito ergo creo. Втора среща на OpenClaw Bulgaria. Този път — ставаме локални. На 4 април Anthropic блокира използването на Claude Pro и Max абонаментите през OpenClaw и други агентни платформи. Посланието беше ясно: ако искаш да пускаш агенти по свой начин, трябва да притежаваш инфраструктурата си. Точно това ще направим. 🧠 Mental — Защо локалното има значение. Какво се случи с решението на Anthropic, какво означава за екосистемата на агентите и защо да пуснеш собствен LLM не е просто резервен план — а свобода. 💻 Demo — Настройка и стартиране. На живо: инсталация и стартиране на локален LLM от нулата. Модели, хардуер, инструменти, производителност. Без облак, без API ключове, без разрешение. 🔥 Live — Вашият ред. Донесете лаптоп, проект, въпроси. Създайте нещо, счупете нещо, питайте каквото искате. 📍 Локация: SOHO — зала HOLISTIC, ул. „Искър" 4, София 1000 (до метростанция Сердика) 🕐 Начало: 17:00 🌐 www.openclaw.bg 💬 discord.gg/qu4gusnZd3 Срещаме се всеки първи четвъртък от месеца (този месец преместен заради празниците). Елате веднъж, останете завинаги.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Join us for this year’s meeting with the queen of Guinean West African dance tradition – **Byshara Shokolate!** ✅ You can participate in the classes even without prior dance experience. 📅 **Program:** 💃🏾 **May 14 / 20:00 – 21:30 – Comorian Women’s Dances** 💃🏾 Learn how women from the Comoros Islands cultivate their femininity and strength through dance. 🥁 **May 15 / 20:00 – 21:30 – Drum and Dance** 🥁 NEW CLASS where we’ll dance while creating rhythm, inspired by STOMP and West African DUN DUN dances. Participants will both play instruments and dance at the same time. 🌴 **May 16 / 11:00 – 12:30 – West African Traditional Dance** 🌴 West African dances with live percussion. An exciting synergy between musicians and dancers, experienced through the traditions of Guinea and Mali. 👪 **May 16 / 12:30 – 13:30 – Dance for Kids & Parents** 👪 Time for parents and children spent on dancing, fun games, and bonding. 🥘 **May 16 / 18:30 – 20:30 – Cultural Night** 🥘 An evening to explore the cultures Bishara Chocolat comes from – the Comoros Islands and Guinea. Expect delicious food, captivating stories, and a small market with authentic jewelry and souvenirs. 🎟️ **Participation:** Pre-registration is required due to limited studio capacity – up to 25 people. (During Bishara’s previous visits, when the maximum capacity of 35 was reached, people continued to register at the last minute. Register early to secure your spot.) * Single class: €40 \* * Full pass – €140 / 8 passes available \*\* * Half pass (2 classes of your choice + Cultural Night) – €85 / 8 passes available * Cultural passes (3 classes of your choice + Cultural Night) – €110 / 8 passes available * \* For the “Dance for Kids & Parents” session, entry includes one parent with one child up to 13 years old. To receive a full / half / cultural pass, please contact us \- e\-mail: afrocenterbg@gmail\.com \- Viber / WhatsApp: \+359892 018 768 or sign the form - [MOVE YOUR AFRO with BYSHARA SHOKOLAT / 2026](https://docs.google.com/forms/d/e/1FAIpQLSdci4Kjcafexsmjb4dhFF_8v2KYSdPMDjlAALLwq8UCrQPsHA/viewform)

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/).*

Let's check out the Maker's Market in German Village, a large outdoor Artisan Market, featuring over 65 Makers, Goods, Art and Delicious Food Trucks! Admission is FREE! [GVMM](https://www.gv-mm.com/) Let's get outside and enjoy the New Spring Season and Warm Weather! We will meet at Stauf's Coffee Roasters in German Village on South 3rd Street at Noon, 12 PM and then take a brisk walk to the Maker's Market, just south of Schiller Park. We can initially get coffee at Stauf's Coffee Roasters, if anyone may want to do so. Parking is widely available at Schiller Park and surrounding side streets. Thanks and hope to see you come out!

**How to Get Off-Market Deals With Direct-to-Seller Marketing** Want to learn how to get off-market deals through direct-to-seller marketing without relying on agents, wholesalers, or the MLS for consistent deal flow? That is exactly what we are covering at this next Columbus Investors Club Meetup. Get Your Free Ticket **[HERE](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)**[ ](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)🎟️ Most investors who try to do off-market deals make the same mistake: they throw money into a marketing channel, pray that it works, and hope a deal comes out the other side. There is no real strategy, no clear math, no tracking, and no process to know what is actually working. At this meetup, we are going to break down how to reverse engineer direct-to-seller marketing using our SCALE framework so you can approach your marketing with more clarity, confidence, and consistency. We will cover how to think through inbound, outbound, and free marketing channels, how to choose the right channel for your goals, how to run the numbers before you spend, how to allocate the right budget, how to launch the campaign correctly, and how to evaluate and track performance so you can make better decisions moving forward. **SCALE Framework:** **S –** Select the right channel **C –** Calculate the numbers **A –** Allocate the budget **L –** Launch the campaign **E –** Evaluate and track it **What We’ll Cover** * How to get off-market deals through direct-to-seller marketing * How to stop guessing and start reverse engineering your marketing * The difference between inbound, outbound, and free marketing channels * How to choose the right channel for your business and market * How to calculate the numbers before launching * How to allocate a budget based on goals, not emotion * How to launch and track a campaign the right way * How to create more consistent and predictable deal flow **Date:** May 28, 2026 (Thursday) **Time:** 6 - 8pm EST **Location:** Ohio Brewing Company, 421 E 2nd Ave, Columbus, OH 43201 **Save Your Seat** → https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp **FREE DRINKS & FOOD PROVIDED!** **About Columbus Investors Club** The Columbus Investors Club is a local meetup for real estate investors, aspiring investors, contractors, vendors, lenders, realtors, and other professionals who want to grow in the Columbus market. The goal is to create real connection, real opportunity, and real growth by getting the right people in the room. Whether you are brand new or already doing deals, this is a place to build relationships, learn from others in the business, find opportunities, and grow your presence in the local real estate community.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Join us for lunch! We'll be your sales team. Introduce yourself and your business to our members, then pass around your business card and brochures. You may get a referral to a potential client on your visit. Our speaker will be Suzi Vincent, Vincent Branding. Suzi will give us some tips on how to prepare your marketing campaign to get new customers. All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

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

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!