Financial Engineering

🎉Migalabs is turning 3! Food, drinks, games, music & karaoke. No talks. No pitches. No business. Just pure fun! MigaLabs \| Blockchain Ecosystem Observatory

Entrance is FREE! BONUS: One lucky audience member will win one Belgian beer (or soft drink) for FREE! It's a Pay What You Can/Pay What You Want show (after the show you can leave any amount of money if you wish. Usually people leave 5€). On Tap Comedy is a brand new stand-up open mic in English in IMPRECTO Poblenou bar (located in the trendy Poblenou neighborhood of Barcelona)! Every two weeks the best and the bravest standup comedians try their new jokes. You can be the first one to see them! How exciting is that? Door opens at 7:30 pm! But you can come earlier to enjoy the best selection of Belgian beers at the Impricto Poblenou bar! The best comedians and best Belgian beers in Barcelona guarantee that your Friday night will start great! You can't miss it! Book your FREE ticket online before they are gone! We sell out regularly! Be the first to know about our events and follow us on Instagram: @ontapcomedy (https://www.instagram.com/ ontapcomedy/) See you on Friday! NOTE: This is the IMPRFCTO in Poblenou on Carrer de Bilbao 30, not the one on Parallel! Want to perform? If you are a standup comedian and wantnto perform please send a message to our Instagram: [@ontapcomedy](On Tap Comedy: Standup Open Mic in English (FREE ENTRANCE)! https://www.eventbrite.es/e/on-tap-comedy-standup-open-mic-in-english-free-entrance-tickets-1243613343989?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=wsa&aff=ebdsshwebmobile)

Hello! ╴Looking to meet fellow entrepreneurs in Barcelona? Join our Community (10,000+ Members) **WhatsApp:** [https://chat.whatsapp.com/J2V5hTCakTFA8BdNHKg05L](https://chat.whatsapp.com/J2V5hTCakTFA8BdNHKg05L) This week's in-person networking event is at the ICON Hotel. \-\-\-\-\-\-\-\-\- **LOCATION:** Near Plaza Catalunya (5 mins walk) **NO LIMIT:** You're welcome to bring friends **PRICE:** €7 includes a drink \-\-\-\-\-\-\-\-\- *\*\*paid at the entrance, you can redeem at the bar.* Our goal is to create a community of fellow entrepreneurs where: * we can discuss new ideas * be inspired * do business together * and support each other. If you are building something or thinking about it, you are more than welcome to participate. Doesn't matter if it's a side project, a business, a startup, an e-commerce, etc. Join our Community for more interactions with the members: **WhatsApp:** [https://chat.whatsapp.com/J2V5hTCakTFA8BdNHKg05L](https://chat.whatsapp.com/J2V5hTCakTFA8BdNHKg05L) Come and say hi!

🇬🇧 **The Language Exchange of Barcelona!** Are you ready for an evening filled with language practice, new friendships, and tons of fun? Join our vibrant community in Barcelona where language enthusiasts gather to enhance their proficiency in various languages and expand their social circles. 🗓️ **When**: Every Friday at 8pm 📍 **Where**: Bar at Estación de Francia, 6 Marquès de l'Argentera Av. (Just 3 minutes from Barceloneta station) Embark on a linguistic adventure with us! Our language exchange sessions take place in the heart of the city, within the unique atmosphere of Estación de Francia's Bar. You can't miss it; it's the only bar inside the train station! 😉 **🆓 Admission: Free**, with a friendly request to support the venue by ordering a minimum drink (€5). Please, remember that SIGNING UP IS MANDATORY for all the events, thus we can bring enough stickers for everyone. This inclusive event welcomes everyone, so come and mingle with us! (Participants under 18 must be accompanied by an adult.) 📸 We'll always seek your consent before capturing any moments on camera, and by agreeing, you empower us to share the joy on social media. With our sizable group, identification is a breeze! Our hosts will provide you with a name sticker indicating your name, native language, and target language. Feel free to converse only in your native language if you feel like. Let's make language learning a joyous journey! 😊 Our events are published on various platforms so there are always more attendees than those confirmed. **Stay Connected**: \- Follow us on [Instagram](https://www.instagram.com/barcelonalanguageexchange/)! \- Like our [Facebook page](https://www.facebook.com/thefridaylanguageexchange) to see all the albums! \- Discover more about us on [our website](https://speakquick.es). 📱 **Connect on WhatsApp**: [Join the group here](https://chat.whatsapp.com/D3UQm1CAFECGyE5RknlvXQ) See you there for an evening of laughter, language, and lasting friendships. **Come alone, leave with friends!** 🌍🗣️ \-\-\- 🇪🇸 ¡**El Intercambio de Idiomas de Barcelona!** ¿Estás listo para una velada llena de práctica de idiomas, nuevas amistades y mucha diversión? Únete a nuestra animada comunidad en Barcelona, donde entusiastas de los idiomas se reúnen para mejorar su nivel y ampliar sus círculos sociales. 🗓️ **Cuándo**: Todos los viernes a las 20h. 📍 **Dónde**: Bar de la Estación de Francia, Av. Marquès de l'Argentera 6 (A solo 3 minutos del metro Barceloneta) ¡Embárcate en una aventura lingüística con nosotros! Nuestras sesiones de intercambio de idiomas tienen lugar en el corazón de la ciudad, en el ambiente único del Bar de la Estación de Francia. ¡Es fácil de encontrar; es el único bar dentro de la estación de tren! 😉 🆓 **Entrada Gratuita**, solo te pedimos que tomes una consumición mínima (5€). Por favor, recuerda que LA INSCRIPCIÓN ES OBLIGATORIA para todos los eventos, para que podamos llevar suficientes pegatinas para todos. Este evento inclusivo da la bienvenida a todos, así que ¡ven y únete a nosotros! (Los participantes menores de 18 años deben ir acompañados por un adulto.) 📸 Siempre solicitaremos tu consentimiento antes de capturar cualquier momento en cámara, y al aceptar, nos autorizas a compartir la alegría en las redes sociales. Con nuestro numeroso grupo, ¡identificarnos es pan comido! Nuestros anfitriones te proporcionarán una pegatina con tu nombre, idioma nativo y el idioma que deseas practicar. Siéntete libre de conversar solamente en tu idioma nativo, si así lo sientes. ¡Hagamos del aprendizaje de idiomas un viaje lleno de alegría! 😊 Nuestros eventos se publican en varias plataformas por lo que siempre hay más asistentes que los que aparecen confirmados. **Mantente Conectado**: \- ¡Síguenos en [Instagram](https://www.instagram.com/barcelonalanguageexchange/)! \- ¡Dale 'me gusta' a nuestra [página de Facebook](https://www.facebook.com/thefridaylanguageexchange), para ver todos los álbumes! \- Descubre más sobre nosotros en [nuestra web](https://speakquick.es). 📱 **Conéctate en WhatsApp**: [Únete al grupo aquí ](https://chat.whatsapp.com/D3UQm1CAFECGyE5RknlvXQ) Nos vemos para una tarde de risas, idiomas y amistades duraderas. **¡Ven solo, márchate con amigos!** 🌍🗣️

**Us convidem a RE-FEST #1** ### Reusa · Repara · Regenera · Reimagina El **RE-FEST** és una trobada comunitària per celebrar la reparació, la reutilització, la regeneració urbana i la imaginació col·lectiva. Durant el matí ens trobarem per aprendre, compartir sabers, reparar objectes, descobrir projectes i imaginar altres maneres de viure a la ciutat: més sostenibles, més autònomes i més comunitàries. **Recupera autonomia, comparteix coneixement i imagina altres maneres de viure.** ## Activitats **Taller de reparació tèxtil** Amb Back to Eco. Porta una peça de roba que vulguis reparar, ajustar o transformar. 5€ aportació. **Mercat de segona mà** Amb VeniVidi. **Reparació i ajustos de bicis** Amb Juan A. Piedrahita. Un espai pràctic per revisar i posar a punt la teva bicicleta. **[Sofà Talks]** #1 Club de BCN Permacomputing #2 Com seria una ciutat que regenera? **Zona cafè de reparadors** Punt de trobada, conversa, intercanvi de sabers i comunitat. **Intercanviem!** Porta una cosa, emporta-te’n una altra. **Zona oberta** Espai per a projectes, idees o venda solidària. ## Quan? **16 de maig** **11–15 h** **Amb la col·laboració de:** AKASHA Hub Barcelona · Back to Eco · BCN Permacomputing · VeniVidi · Civic Creative Lab Registre en meetup.

*[Debajo en español] Follow us:* [📸 ](https://www.instagram.com/bcnfriendslang/)**[@bcnfriendslang](https://www.instagram.com/bcnfriendslang/)** Hi everybody! This Sunday Speed-Dating for singles from 25 to 47 years old living or staying part of their time in Barcelona or near! Come to our express dating event! This activity is open to all nationalities. You will have option to talk one-to-one to different people. We have different groups for this game depending on your age. Talk to organisers so you can go to the group that best fits for you. Groups: 25-35 and 36-47. 🌟 Weekly Singles Evening in Barcelona. Meet real people, have a drink, enjoy 7 mini-dates at least, and discover real chemistry 🔥 ✅ Confirmed every Sunday ✅ Spots limited to keep balance ✅ Last week: **5 mutual matches!** Join us and make Sunday your favorite day 😄💘 Reserve your spot now, payment secures your seat. **Book your ticket here and show your QR code at the entrance**: https://www.eventbrite.es/e/first-dates-express-25-35-36-47-in-barcelona-at-alice-secret-garden-tickets-1964814677592 Only once you pay you will have your seat for the event. If you just get enrolled on Meetup, you do not have your spot. **It is mandatory to order at least one drink per person.** A beer costs between 3 and 5 euros. **Casual dress is required: no flip flops, beach shorts or gym gear please.** **STARTING TIME: Girls at 19.45h. Guys at 20.00h** **How does the event work?** * **Welcome** → Guests arrive and register. Hosts welcome you. You will receive a sticker to write your name and stick it on your chest. This will help to remember all names. You will also have a pen and a sheet of paper just exclusively for you where you need to write the names of all the dates you will have and comments just for yourself. You may find in the sheet the number or letter of the table you need to sit at the beginning. Go to the waiting area that the organizers will tell you. At the end of the event it is important that you scan the first QR CODE on your sheet and there will have to fill in your contact information: name, phone number, instagram, mail... and the name of the three people you like the most (It is a good idea to write all the names in the sheet as long as we are having the dates, and at the end just crossed out all except for the 3 we like the most). In the form we will also appreciate your feedback either good or negative to improve the event. You can grab a drink, nip the loo and relax in the indicated area. We ask the girls to come 15 minutes earlier than guys to start sitting them. In general we organise two or three groups divided by age range, but it depends on the number of participants. During the rounds a waiter/waitress will come just in case you need a refill! * **Icebreaker activity** → Depending on the day we have an ice-breaker activity for each group which consists in answering questions to start getting to know all participants. * **Rounds Begin** → Each participant has a mini-date (7 minutes) with another person. You may find ice breaker questions on the table in case you need them to help start enthralling conversations. * **Rotation** → At the signal (host announcement or gong), the guys move to the next partner. The rotation is always following the order of the numbers or letters you will find on the table: A,B,C,D,E,F... 1,2,3,4,5,6... When you get to the last number you will jump to the first one. Same with letters. Boys will be stand up 30 seconds to take notes and girls will remain sitting in same position. * **Half-break** → There is no half-break but if you want to pause, just ask the host if you can skip a round of 7 minutes so you can order drinks or food, go to the can or just relax at the garden. * **End of Rounds** → At the end we usually gather at the garden to have a drink. Like this you still have time to talk to people and make your decision. * **Fill the sheet** → Participants indicate who they’d like to see again. Maximum 3 names. It is important to scan the first QR code in your sheet to fill the form. We could increase the number of names voted but here we are **looking for the real sparkle. You can vote until monday at 18h!** * **Results** → **On tuesday in the morning**, the organizer shares mutual matches privately after the event by Meetup message or mail. Please check your SPAM FOLDER. If you get a match, you will receive your match's contact information. In order to create a good atmosphere it's very important that in your profile you have a clear picture of you. If you do not have a picture of yourself, you will be kindly moved to waiting list. Even if you see waiting list try to get enrolled as I Will be accepting to keep a balance men/women. It helps to create a better ambience. **If you get enrolled and pay and in the end you can not make it, please inform us before the last 48 hours of the event. Otherwise you won't either be given the refund or scheduled for another day.** You are expected to respect and behave properly. Be polite with everyone. Otherwise the organization may decide to expel you from the event and prevent you from participating any other days. If everyone detects a suspicious behaviour, please inform immediately any of the hosts. For people older than 24! By getting enrolled to the event you accept to appear in pictures than could be published. If you don't feel like it, contact me. Liability Disclaimer By attending this event, participants acknowledge that they do so voluntarily and at their own risk. The organizers, hosts, and venue assume no responsibility or liability for any injury, loss, damage, theft, or other incident that may occur before, during, or after the event. Participants are solely responsible for their own safety, belongings, and conduct. By joining the event, attendees agree to release and hold harmless the organizers, hosts, and venue from any claims, liabilities, or expenses arising from participation in the event. \-\-\- ¡Hola a todos! Este domingo tenemos **Speed-Dating** para solteros de **25 a 47 años** que vivan en Barcelona o estén pasando parte de su tiempo aquí o cerca. ¡Ven a nuestro evento de citas express! La actividad está abierta a todas las nacionalidades. Tendrás la oportunidad de hablar **uno a uno** con diferentes personas. Tenemos diferentes grupos por edad. Habla con nosotros para ver en qué grupo te sientes más cómodo: 25-35 y 36-47. 🌟 **Velada semanal para solteros en Barcelona.** Conoce gente real, toma algo, disfruta de **al menos 7 mini-citas** y descubre si surge la química 🔥 ✅ Confirmado cada domingo ✅ Plazas limitadas para mantener el ratio chicas-chicos ✅ ¡La semana pasada: 5 matches mutuos! Únete y haz del domingo tu día favorito 😄💘 Reserva tu plaza ahora; el pago asegura tu asiento. **Reserva tu entrada aquí y enseña el código QR en la puerta:** https://www.eventbrite.es/e/first-dates-express-25-35-36-47-in-barcelona-at-alice-secret-garden-tickets-1964814677592 Es muy importante que, al pagar, pongas en la **descripción** tu **nickname o nombre de Meetup** para poder identificarte fácilmente. **Solo cuando pagues tendrás tu plaza confirmada.** Si solo te apuntas por Meetup, **no** tienes asegurada la participación. Es obligatorio pedir **al menos una consumición por persona**. Una cerveza cuesta entre 3 y 5 euros. Se requiere un estilo casual: no se permiten chanclas, pantalones de playa ni ropa de gimnasio. *** ## **HORARIO DE INICIO** 👩 Chicas: **19:45h** 👨 Chicos: **20:00h** *** # **¿Cómo funciona el evento?** ### **Bienvenida** Los participantes llegan y se registran. Los anfitriones os darán la bienvenida. Recibirás una pegatina para escribir tu nombre y pegarla en el pecho (ayuda a recordar los nombres). También tendrás un **bolígrafo y una hoja** exclusiva para ti donde escribirás los nombres de tus citas y tus comentarios personales. En la hoja podrás tener el número o letra de la mesa donde deberás iniciar el juego. Ves a la zona de espera indicada por los organizadores. Al final del evento es **muy importante** escanear el **primer QR** de tu hoja para rellenar el formulario con tu: * nombre * número de teléfono * Instagram * correo electrónico * **los tres nombres** de las personas que más te han gustado *(Es buena idea escribir todos los nombres durante las citas y al final tachar todos excepto los 3 que más te gusten.)* En ese formulario también puedes dejar tu feedback para mejorar el evento. Mientras esperas puedes pedir una bebida, ir al baño y relajarte en la zona indicada. Pedimos a las chicas que lleguen **15 minutos antes** para poder sentarlas antes de que lleguen los chicos. Generalmente organizamos dos o tres grupos por rangos de edad, dependiendo del número de participantes. Durante las rondas, un camarero pasará por si necesitáis pedir algo. *** ### **Actividad para romper el hielo** Dependiendo del día, hacemos una actividad para romper el hielo que consiste en contestar una serie de preguntas por grupos que sirven para conocer un poco más las diferentes personas antes de empezar las rondas de speed dating. ### **Inicio de rondas** Cada participante tiene una mini-cita de **7 minutos** con otra persona. Podrás encontrar preguntas para romper el hielo en la mesa que podrás usar si tu deseas para empezar una buena conversación. ### **Rotación** A la señal del anfitrión (campana o gong), **los chicos se mueven** a la siguiente mesa. La rotación es siempre siguiendo el orden de los números o letras que se encontrarán en las diferentes mesas: A,B,C,D,E,F... 1,2,3,4,5,6.... Al llegar a la última letra, se irá hacía la primera. Lo mismo aplica con los números. Los chicos se levantan 30 segundos para tomar notas; las chicas permanecen sentadas. ### **Pausa** No hay pausa general, pero si quieres descansar una ronda de 7 minutos, puedes pedir al anfitrión saltarte una ronda para pedir bebida, comida, ir al baño o relajarte en el jardín. ### **Fin de rondas** Al terminar, normalmente nos reunimos en el jardín para tomar algo. Así puedes seguir hablando y tomar tu decisión final. ### **Rellenar la hoja** Indica los nombres de **máximo 3 personas** que te gustaría volver a ver. Escanea el **primer QR** y rellena el formulario. Podríamos ampliar a más nombres pero aquí realmente **estamos buscando la chispa real**, por eso el límite es de 3 nombres máximo a votar. Tenéis hasta el lunes a las 18h para votar. ### **Resultados** El **martes por la mañana**, el organizador enviará los **matches mutuos** de forma privada por mensaje de Meetup o correo, por favor revisar la bandeja de SPAM. Si tienes un match, recibirás la **información de contacto** de esa persona. *** # **Normas importantes** * Es fundamental que en tu perfil tengas **una foto clara de ti**. Si no tienes foto, te moveremos a la lista de espera. * Aunque veas lista de espera, apúntate igualmente: ajustamos para mantener **equilibrio chicos/chicas**. * Si te inscribes y pagas pero no puedes venir, debes informarnos **48 horas antes del evento**. En caso contrario, no habrá reembolso ni cambio de fecha. * Debes respetar el código de conducta estándar y la educación con todo el mundo. La organización se reserva el derecho de expulsar del evento inmediatamente a quién esté incumpliendo las normas. Si algún participante detecta algún comportamiento sospechoso de otro, por favor, que informe en seguida a alguno de los organizadores. *** ## **Para mayores de 24 años:** Al apuntarte al evento aceptas aparecer en fotos que podrían publicarse. Si no quieres aparecer, por favor, contáctanos. Exención de responsabilidad Al asistir a este evento, los participantes reconocen que lo hacen de forma voluntaria y bajo su propia responsabilidad. Los organizadores, anfitriones y el establecimiento no asumen ninguna responsabilidad por cualquier lesión, pérdida, daño, robo u otro incidente que pueda ocurrir antes, durante o después del evento. Cada participante es responsable de su propia seguridad, pertenencias y comportamiento. Al participar en el evento, los asistentes aceptan eximir y mantener indemnes a los organizadores, anfitriones y al establecimiento frente a cualquier reclamación, responsabilidad o gasto derivado de su participación en el evento.

[Join our new Whatsapp Group for the latest updates!](https://LinkShield.co/213) *There is a captcha to prevent bots from joining.* **Practical information** * The class is **completely free** * The class is taught **in English** * Please RSVP so we can keep the group balanced * Doors open at 16:00. * Doors close at 16:15, **be punctual.** This **free beginner salsa class** is perfect if you want to learn **Salsa LA style & Cuban**, try dancing for the first time, and meet new people in a relaxed and friendly setting. Whether you’ve just moved to the city, are looking to make new friends, or simply want to start dancing, this class is designed to be easy, social, and pressure-free. *No previous dance experience needed.* **What you will learn** * What makes salsa special and how to dance to the music * Basic salsa steps * How leading and following works * Cross body lead and basic turns The focus is on learning the fundamentals while enjoying the social side of dancing. **Who this class is for** * Absolute beginners * People new in town * Anyone curious about salsa * Anyone looking to meet people through dance You can come **alone or with a partner**. We rotate partners when exercises allow it, so everyone gets a chance to practice and connect. ***FAQ*** **I am in the waiting list. Should I still come to the class?** We try to keep the classes as balanced as possible, so if we notice we are getting too many leaders/followers we move people around to waitlist. Sadly not everyone who signed up attends the class, so you can always still show up and see if there is a shortage of leaders/followers. **Want to increase your odds to get a spot for the class?** Then we highly suggest to come with a partner (leader+follower), as we always give them priority. **Why am I in the waiting list I was earlier/first?** There is two reasons, either you have attended the class before or, more likely, you didn't show up to a class you signed up for before. Our classes are free, we do this as volunteers and because we love to introduce people to dancing. ***When you take a spot and don't cancel your attendance in a timely manner or at all it means you took a spot that someone else would have gladly taken, so we kindly ask you to change your RSVP accordingly.***

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) **RANGO 37-47 AÑOS** **RANGO 37-47 AÑOS** **RANGO 37-47 AÑOS** **🤩❤️🍹SPEED DATING EXPRESS FIRST DATES INTERCAMBIO DE TELÉFONOS LIBRE** **SPEED DATING CITAS RÁPIDAS. ENCUENTRA PAREJA.** INTERCAMBIO DE TELÉFONOS LIBRE. **Precio:** **Inscripción gratis para las chicas.** Se tiene que pedir consumición en el bar. **Inscripción 5€ EN EFECTIVO para los chicos +** Se tiene que pedir consumición en el bar. Citas de 7 minutos aproximadamente según los que seamos. Todos hablan con todos de 2 en 2. Inscripción y ubicación por whatsapp 630 467 646 una vez estés apuntado aquí en meetup. **Primero apúntate en meetup luego envía whatsapp. No envíes whatsapp si no apareces en la lista de apuntados del evento meetup.** Gracias.

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) **RANGO 37-47 AÑO** **RANGO 37-47 AÑOS** **RANGO 37-47 AÑOS** **🤩❤️🍹SPEED DATING EXPRESS FIRST DATES INTERCAMBIO DE TELÉFONOS LIBRE** **SPEED DATING CITAS RÁPIDAS. ENCUENTRA PAREJA.** INTERCAMBIO DE TELÉFONOS LIBRE. **Precio:** **Inscripción gratis para las chicas.** Se tiene que pedir consumición en el bar. **Inscripción 5€ EN EFECTIVO para los chicos +** Se tiene que pedir consumición en el bar. Citas de 7 minutos aproximadamente según los que seamos. Todos hablan con todos de 2 en 2. Inscripción y ubicación por whatsapp 630 467 646 una vez estés apuntado aquí en meetup. **Primero apúntate en meetup luego envía whatsapp. No envíes whatsapp si no apareces en la lista de apuntados del evento meetup.** Gracias.

**✅ Salsa Wednesdays with Todd Smith!** **👉 Beginner Salsa Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Salsa Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Salsa Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/salsa-wednesdays-dance-class-tickets/ **👉 Questions? Text Todd @ (614) 774-8146**

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

**Welcome to the Women’s Columbus Bogleheads® Sub-Group** This sub-group is for **women who want to learn and discuss finances in a safe, supportive space**. For those interested in moving towards financial independence and retirement by learning investment basics, choosing your 401(k) investments, minimizing taxes, and more. We’re a local chapter of **Bogleheads®**, following a long-term, practical investment philosophy: [Investment Philosophy](https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy): https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy [Bogleheads Forum](https://www.bogleheads.org/index.php): https://www.bogleheads.org/index.php No question is too small, and no experience is too simple. Share, ask, and learn — at your own pace, without judgment, in a group of like-minded women. Let’s build confidence and knowledge **together**!

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

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** . 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class . **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** . 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class . **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** . **👉 Buy Advance Tickets Now at:** . https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**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.