PHP Framework

Following our critically acclaimed productions of OTHELLO, MACBETH and TWELFTH NIGHT the Acting gymnasium's Saturday workshop returns to Theatre Deli on Saturday 28th March with a new imagining of Shakepeare's CORIOLANUS. Plenty of superb roles available!! Set in a post-apocalyptic landscape, Coriolanus, a fierce and proud Roman general, earns fame after defeating Rome’s enemies, especially at Corioli. Despite his military success, he despises the common people and refuses to flatter them for political gain. Urged to seek public office, his arrogance alienates citizens, leading to his banishment. In anger, he allies with his former enemy Aufidius and marches against Rome. As destruction looms, his mother, Volumnia, pleads with him to spare the city. Moved by her words, he relents, choosing honor over revenge. His decision saves Rome but seals his fate, as he is killed for betraying his allies in return. [Email:actinggymnasium@gmail.com](mailto:Email%3Aactinggymnasium@gmail.com) \- if you'd like to get involved\.

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 📓 **HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 13:45-14:00 - People arrive and chat, get to know each other before the ‘official' start. * 14:00-14:05 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 14:05-14:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 14:45 - We do a group conclusion of the things we discussed, and then we typically take a photo and go on our way :) If you don't want to be in the group photo, there's no pressure, it's just a way to close out the meeting. We occasionally have an unofficial social so the different groups can mingle afterwards too! **🧧PRICING?** Practical Philosophy Club is FREE to attend, and we operate on donations. If you'd like to donate to support our running costs, that helps keep our group self-sustaining. Donations are 100% voluntary, but your contribution is appreciated! QR codes to donate will be present. Tea’s and coffees and are paid by the individual should they wish to have them. **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * What will we talk about? What's the topic? The topic for the week is shared every week in the Whatsapp group before the session. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in 25+ countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/?hl=en) 👈 Our [website](https://www.practicalphilosophy.club) 👈

## Overview \-\-\-\-\-Experience relaxation like never before\!\-\-\-\-\- Relaxation \| Reduced Stress \| Mental Clarity \| Better Sleep \| \| Improved Concentration **[Eventbrite link for tickets](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true), please book them before it runs out.** [https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[1goj6f](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[_up](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[MQ..](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[_ga](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[MTk1MTU1OTAzMS4xNzc0NzA1ODYx](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true)*[_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true](https://www.eventbrite.co.uk/e/rose-infused-sound-bath-release-reset-tickets-1985428727771?aff=oddtdtcreator&_gl=1*1goj6f*_up*MQ..*_ga*MTk1MTU1OTAzMS4xNzc0NzA1ODYx*_ga_TQVES5V6SH*czE3NzQ3MDU4NjEkbzEkZzAkdDE3NzQ3MDU4NjEkajYwJGwwJGgw&keep_tld=true) ### ### **Relaxing Breathwork** **Location: Fulham, London** This gentle breathwork session is designed to help you slow down, settle your nervous system, and reconnect with a sense of inner calm and clarity. You will be guided through calming breathing techniques that support grounding, mental focus, and emotional balance. The session creates space to release tension, quiet mental noise, and reset both body and mind. It is suitable for beginners as well as those with previous breathwork experience. Lie back, close your eyes, and allow sound and breath to reset your mind, body, and spirit. **Benefits of Breathwork** * Reduction of Stress and Anxiety * Enhancement of Cognitive Function * Improvement of Sleep Quality * Pain Relief * Lowers Blood Pressure * Boosts the Immune System * Improves Overall Well-being

Come along to the Maxilla to enjoy a drumming workshop open to all levels, whether you're beginning or an advanced drummer, you can learn how to play the authentic afro brazilian rhythms with Marcos Santana all the way from Salvador de Bahia! £10 Any queries call Marcos on 07772 470198 As featured in Time Out's "1000 things to do in London for under £10"! http://photos1.meetupstatic.com/photos/event/7/f/8/c/event_243632652.jpeg

We are an informal and friendly group who meet in one of the studios at the Cockpit Theatre to develop our skills and confidence in a relaxed environment. We will go through a few exercises and try out some: improvisation, script work, duologues or monologues, with participants optionally bringing their own material or pieces to work on together. The exercises and things we work on differ from week to week. Beginners are welcome. The workshop is led by Mark Ramsay, a trained actor with almost 30 years of film and stage experience with occasional assistance from a guest facilitator. Venue: The Cockpit Theatre, Marylebone, Gateforth St, London NW8 8EH, Studio 2 (Upstairs) **Time: 18:30 to 20:30** Cost: £7 for the room hire, payable at the venue in cash **If no longer attending please update RSVP**

A regular meetup for those committed to practising and improving their Arabic. It is designed for those who know the very basics and want a structured opportunity to practise reading, listening, speaking, and building confidence. If you're still learning the very basics but want some motivation to keep going, you're very welcome to join. Note: This is a practice group facilitated by a native speaker - not a formal teacher or taught class, and not a Quran teaching session. 📚 SESSION FORMAT: ⏱️ 30 mins Intro & Social: We'll go around and introduce ourselves in Arabic. Feel free to prepare 2-3 sentences beforehand if you don't like being put on the spot! 🗣️ 60 mins Structured Practice: A focused session practising together with guidance : ◾ Taking turns reading passages aloud ◾ Listening to excerpts from an audiobook ◾ Working together to translate and understand the text 💬 Continued Socialising: Feel free to stick around afterwards for more informal chat and connection. ✊ Note: Active Muslims is equally about focusing on the actual activity, in this case, it is a practice session requiring mental engagement and active participation (and not just a social), therefore it is advised to approach and attend these events with that mindset, intention and purpose. 📍 LOCATION: Barbican ⌚ MEET: By the cafe G Level (Benugo) ⏱️ TIME: Meet from **11:00am** for intros and socialising. The practice session starts promptly at **11:30am** insha'Allah. 🎒 What to bring: 📚 Any Arabic texts you would like to read 🎧 Headphones (optional, if you prefer listening privately) ➖➖➖➖➖➖➖➖➖➖➖➖ If you can no longer attend, please update your RSVP to free up your spot for someone on the waiting list. ➖➖➖➖➖➖➖➖➖➖➖➖ 🌐 **[@Active.Muslims](https://www.instagram.com/active.muslims)** *(Follow for latest events updates)*

2nd Sunday of every month, join us for a relaxed and fun language exchange, where meaningful conversations flow as freely as delicious coffee and tea! This isn't just practice; it's **accelerated progress** in a supportive setting, designed to quickly boost your **Mandarin, Cantonese and English** skills. **How We Make It Effective & Enjoyable:** * **Perfect Groupings:** We carefully match you with native speakers and learners at a similar level, ensuring comfortable and productive conversation practice. * **Forget awkward silences!** We provide fun, engaging discussion topics to spark lively chats and keep the conversation flowing. * **Maximise Your Practice:** Rotate between groups if you wish to connect with more people and strengthen your conversation skills! * **Expert Support:** Our experienced tutor is always on hand to help. 👌 **All levels welcome!** Native speakers and learners alike. 💛 Please support the cafe by buying a drink or snack while you are here - they've kindly let us use the space. We can't wait to welcome you! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Take your Mandarin beyond the exchange.** 🤝 If you’re looking for a bit more structure to go along with your conversation practice, let’s chat! We're offering **complimentary 1-on-1 advice sessions** to help you find the perfect learning path. Get a professional assessment of your level so you can study with confidence. **No commitment** required. [Book your Free Session](https://eu.bigin.online/org20070515371/bookings/course-advice) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **China Unbound** is the best place to learn practical Chinese for adults. While most schools prioritise grammar and writing, China Unbound empowers you to confidently communicate in Chinese in real-world situations. Join us and discover a fun, fast, and personalised way to master Chinese! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🤘 FAQs:** **I'm learning Chinese, are the sessions suitable for beginners?** Yes! Come and speak as much or as little as you like, or just come and listen! There is no pressure! **Are there any discounts for Chinese lessons for members?** Yes, you can use code MEETUP10 for your exclusive £10 discount on our [Chinese courses](https://china-unbound.co.uk/personal/) site-wide! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 每个月的第二个星期天，来加入我们，享受一场轻松又有趣的语言交流体验！在茶香与咖啡的陪伴下，开启一场自然流畅、充满收获的双语对话。 这不仅仅是练习，而是一种更快提升你英语水平的高效方式。我们为你打造一个轻松友好、真正有用的语言环境，让你的口语交流能力飞速进步！ **我们如何让语言交换高效又好玩：** * **精准匹配，聊天不尴尬**：我们用心将你和母语者或相近水平的学习者配对，确保每一次对话都轻松自在又高效实用。 * **话题有趣，轻松破冰**：拒绝冷场！我们提前准备了有趣又实用的聊天话题，让你一开口就停不下来，交流自然顺畅。 * **灵活轮换，提升更全面**：想多练一点？欢迎自由选择是否换组，认识更多人、接触不同语言风格，快速提升真实沟通能力。 * **专业老师现场支持**：我们的资深语言导师会在现场提供实时帮助，确保你在交流中不断进步、有信心开口！ **活动详情：** 🗓️ **时间**：每月第二个星期日 ⏰ **时段**：下午 2:30 - 4:30 💰 **费用**：免费参加 不只是练语言，这里还有文化的碰撞、朋友的陪伴和成长的喜悦。现在就来加入我们，开启你的高效交流之旅吧！ **🤘 常见问题解答：** **我最后会不会一直说中文而一无所获？** -不会，因为我们的“快速聊天”模式鼓励大家用中/英文交换来交流。 **会员有折扣吗？** 有，欢迎你跟你学中文的朋友分享代码**Meetup10**，他们会获得10镑的独家折扣！

***N.B. See full info, and purchase tickets before they sell out, via [TicketTailor](https://www.tickettailor.com/events/nourishedcommunities1/2162548) under the same event name.*** Learn to craft three delicious, plant-based cheeses from scratch (tofu feta, cashew soft, and Middle Eastern [labneh](https://en.wikipedia.org/wiki/Strained_yogurt#The_Middle_East_and_the_Mediterranean) style) at **[Nourished Communities N1](https://%5Bhttp://nourishedcommunities.com/pages/our-london-store-locations%5D(http://nourishedcommunities.com/pages/our-london-store-locations))** ([map](https://maps.google.com/?cid=7093240795324831799)) in Islington. Step-by-step, explore simple techniques and wholesome ingredients that transform nuts, seeds, and natural flavourings into creamy, tangy, and savoury creations. Once ready, sit together to enjoy them served on fresh bread alongside a seasonal salad—perfect for experiencing how versatile vegan cheeses are!

Flamenco Dance Classes for Beginners at Danceworks every Sunday! We will work on the placement of the body, the perception of the rhythm, clapping, footwork, movements of arms and head. Choreography depending on the level: Alegrías, Bulerías, Tangos, etc. We will learn or perfect the four Sevillanas. If you have dancing shoes and clothes, bring them. Otherwise, don't worry, just feel comfortable to dance! When? **Every Sunday** Time: **12:00 - 13:00** Where? **Danceworks** 16 Balderton St, London W1K 6TN Studio 4 Nearest Tube stations: **Bond St.** Marble Arch Cost? £12 per class. **Book here:** https://danceworks.com/london/classes/timetable/ Class bookings become available 7 days in advance. Online bookings close 15 minutes before the class starts but you can book in person up to the start time. **Waiting lists are available.** ***About Maika:*** Maika is a flamenco and Spanish dance teacher with more than 17 years of experience, teaching adults and children in Spain, the United States of America, Mexico, Canada and UK. She also led flamenco classes at Rey Juan Carlos University from 2013 to 2018. Born and raised in Madrid (Spain), she began studying ballet and Spanish dance from the tender age of nine. Maika studied at Karen Taft Dance Academy and Flamenco Centre “Amor de Dios”, majoring in Spanish Dance at Conservatory of Dance in Madrid. In 2003, she was awarded a certificate in Teaching Methodology Applied to Spanish Dance and then focused her career on dance education. Maika has continued her professional training alongside teachers including Antonio Canales, Alfonso Losa, La Lupi, Rojas and Rodriguez. Maika co-founded the company Spanish Flamenco Tour, based in Miami (USA), a business dedicated to promoting flamenco and Spanish culture, to a local audience. Adding more strings to her bow, Maika embarked on a Master´s Degree in Leadership and Management of Cultural Projects at Institute of Dance “Alicia Alonso”, Rey Juan Carlos University. Her final master’s project was based on the promotion of Spanish dance, receiving a First-Class Degree. Maika’s classes are designed to extract every student’s natural ability to dance and show them how wonderful and fun, this art form is.

**ENJOY TANGO WITH US!** Join us at the welcoming and professionally-run weekly classes and Milonga at Los Angelitos, London’s friendliest tango social dancing space. Start your afternoon with classes: * first for complete beginners at 2pm for your first steps * also at 2pm the Improver class for those with a little more experience * at 3pm by the Intermediate and Advanced class covering more challenging technique and steps Classes by various professionals with a long experience. After the lesson enjoy the social dancing, with traditional music by different TDJs, the Buenos Aires style with tandas and cortinas. Our hall features a smooth wooden floor, plenty of space, tables that can be reserved for groups of 6+, and a great atmostphere. Plus with free cakes and drinks on Sunday afternoon to keep you dancing. **COSTS: PAY BY CASH AT THE TILL** * Beginner class or improver class (one hour): normally £15 but if it is your first class, RSVP with Meetup and we offer you £5 OFF :-). * Intermediate and up class at 3pm: £20. * Milonga: £12 only including free drinks and cakes A perfect Sunday! This week's programme and costs: **[https://tanguito.co.uk/sunday/](https://tanguito.co.uk/sunday/)** A bailar! The team at Tanguito

If you already know the basics of Sevillanas and you’d love to feel more confident, expressive and fluid when dancing, this course is for you! Join a warm, supportive group and continue your Sevillanas journey with rhythm, joy and authentic Spanish flair. Over this course we will: ✨ Refine coordination and technique ✨ Improve styling and posture ✨ Build musicality and confidence ✨ Work on smoother transitions and partner awareness ✨ Dance with alegría, expression and connection This is ideal for dancers who: ✔️ Have previously learned Sevillanas basics ✔️ Want to polish, strengthen and feel more natural dancing ✔️ Enjoy Spanish culture, music and community spirit ✔️ Love learning in a friendly and uplifting atmosphere 📅 **Sundays – 19 April to 31 May** ❗ No class on 3 May ⏰ **13:00 – 14:00** 📍 **Danceworks London** 🎟️ **Limited spaces – booking essential** https://www.danceworks.com/courses/ Whether you want to dance socially at ferias, cultural events or simply enjoy dancing for yourself, this course will help you dance with greater elegance, confidence and joy. Come dance with us and feel the spirit of Spain in London! 🌺 If you have any questions, feel free to message.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates listed for this series are about 95% reliable. We are finalizing our 2026 schedule, so minor adjustments are still underway. 2. Each class in this series has an attendance fee, on a first-come, first-served basis. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. **Introduction:** **The breakdown of the six-class series is as follows:** **Class 1: TBD** **Class 2: TBD** **Class 3: TBD** **Class 4: TBD** **Class 5: TBD** **Class 6: TBD**

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates listed for this series are about 95% reliable. We are finalizing our 2026 schedule, so minor adjustments are still underway. 2. Each class in this series has an attendance fee, on a first-come, first-served basis. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. **Introduction:** **The breakdown of the six-class series is as follows:** **Class 1: TBD** **Class 2: TBD** **Class 3: TBD** **Class 4: TBD** **Class 5: TBD** **Class 6: TBD**

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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

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!