Data Science

👉 **To join:** Please add Daisy on WeChat at **daisy00233** **We conduct all discussions over WeChat only.** Hello, my name is Daisy Wen. I studied English Literature as an undergraduate and later completed an LLB with the University of London. Beyond academics, I have a long-standing fascination with Chinese tea culture. In China, tea is far more than a beverage. It is deeply woven into history, daily life, etiquette, art, and philosophy. Even the Japanese tea ceremony traces its roots back to tea traditions of the Tang Dynasty. I am beginning to organize small, relaxed visits to tea farms for those who are genuinely curious about tea — how it is grown, harvested, processed, and appreciated. If you enjoy meaningful cultural experiences and good conversation over a proper cup of tea, I am forming a WeChat group for like-minded friends. Let us meet for a cuppa and see where the journey takes us.

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🔥 What if your anxiety isn’t caused by your situation… but by how you think about it? 🧠 💡In this follow-up session, Chris Collingwood takes the conversation deeper into the cognitive processes that generate anxiety. While many people focus on managing symptoms, this session uncovers the thinking patterns, internal dialogue, and mental habits that create anxious states in the first place. By understanding how your mind constructs anxiety through specific thought loops, interpretations, and predictions, you gain the power to interrupt and transform them. This session is designed for those ready to move beyond awareness—and into precision-level mindset mastery and emotional control. 📅Join us this Sunday, May 3, for “Anxiety Transformation Pathway (Part 2): Mastering the Thinking Patterns Behind Anxiety” with Chris Collingwood, and discover how to take control of the cognitive processes that create anxiety and transform them into clarity and calm. 🎯 KEY POINTS / TAKEAWAYS FOR THE AUDIENCE ✅Understand the thinking patterns that trigger and sustain anxiety ✅Identify common cognitive distortions and mental loops ✅Learn how your internal dialogue influences emotional states ✅Discover how to interrupt anxious thinking in real time ✅Gain clarity on how perception shapes your experience ✅Build awareness of how thoughts create physiological responses 🚀 ADDITIONAL KEY POINTS / BENEFITS ✅Develop the ability to reframe and redirect anxious thoughts instantly ✅Strengthen your mental resilience and emotional regulation ✅Learn practical NLP-based tools for thought pattern transformation ✅Move from reactive thinking to intentional, empowered thinking ✅Increase confidence in handling uncertainty and future-focused fears ✅Create a more calm, focused, and resourceful mental state daily 🎙ABOUT THE SPEAKER🎙 Chris Collingwood has been involved in learning and teaching NLP since 1979. He studied with all the major early developers of NLP and, together with his partner Jules Collingwood, brought NLP co-creator Dr. John Grinder and his partner Carmen Bostic to Australia for many years. Chris and Jules designed, developed, and accredited the first government-recognized postgraduate qualification in NLP. Their graduate certificate in NLP teaches NLP from first principles, enabling students to master NLP and apply it in their own language and style. Chris has extensive experience applying NLP to learning, coaching, and organizational consulting. His recent focus has been on the thinking, behavior, and organizational patterns of successful entrepreneurs. CONTACT DETAILS 👉Facebook: www.facebook.com/chris.collingwood 👉Facebook: www.facebook.com/inspiritive/ 👉Linkedin: www.linkedin.com/in/collingwoodchris 👉Youtube: www.youtube.com/@InspiritiveAuNLP 👉Website: www.nlp.edu.au ⏰Maay 03, 𝟐𝟎𝟐𝟔 (𝗦𝘂𝗻𝗱𝗮𝘆), 𝟭.𝟱 𝗛𝗼𝘂𝗿 5:00 PM GMT+8 China 7:00 PM GMT+10 Australia 5:00 AM GMT-4 New York 11:00 AM GMT+2 Barcelona 📌For first-time attendees please scan the QR code on the flyer or click the following link to register and become part of our enriching live discussion, all at no cost: https://adriancahill.agilecrm.com/forms/6002900926529536 📌Zoom Link: https://zoom.us/j/86301571361 Log-in: 86301571361 Password: #motivate 🔗 Secure your spot now!

Come run around, throw some frisbees, play board game , and see old friends and make new ones in expo park this wekkend. Cost: RMB15 including water, Please buy the sports insurance for this event yourself inadvanced. After sign up, Please add the host wechat via hawk_cn Pickleball is a rapidly growing sport that is a mix of tennis, badminton, and ping pong. It's easy to learn, fast paced, and tons of fun! This is a game for people of all ages and skill/experience levels who want to play a friendly and non-competitive pickup frisbee game. We meet every Weekend afternoon in century park as long as weather is okay. We arrange warm up & practice. We'll work on some throws, passes, & catches. and utimate Frisbee Pickup Game of 7 vs 7 as well. All levels welcome even beginners! If you haven't played before or want to polish your skills, myself and a couple of the more experienced players will be there 30 minutes before to toss, explain the rules and run through a couple drills. We also prepare camping tarp and board games. Let's have fun by playing board games during Frisbee breakup. Please take metro line 2/7 to Century Park and the venue is entry from gate 6. (go straight 100m and the frisbee lawn is on your right side) General guidelines: Dress accordingly. Have plenty of water. Sunscreen on a sunny day. Stretch & warm up. Playing Ultimate is all about good sportsmanship, respect, and gracefulness on the field. Fun & having a good time is a must above anything else. Disclaimer： Each person who participates accepts responsibility for making their own determinations and for their own safety, conduct and well being; recognizes that possible attend outdoor activities and agrees to participate solely at their own risk. The organizer of this ultimate Frisbee event shall not be held liable for any inconvenience, accidents, rescues, injuries etc. Meetup Citywalk reserves the right to use any photograph/video taken at the Walking tour. If you have problem with this, please contact the event organizer or tout leader. Thank you for your understanding and cooperation! All those who sign up for the event will accept this declaration by default, so please read it carefully! 抛掉烦恼，接住快乐！以盘会友，飞你莫属！运动社交，快乐飞盘！掼蛋桌游，躲避球体验！ 费用：15元/人， 参与本活动务必领取活动保障，无活动当天有效保险者谢绝参与！ 友情提醒: 谢绝微商，保险，医美销售人员参与！ 活力重燃，世博文化公园飞盘桌游掼蛋派对！ 小伙伴们准备好流汗了嘛？！ 飞盘初体验，满满多巴胺\~ 周末欢乐飞盘为长期活动，活动时间安排在周末，为喜欢运动的青年朋友提供相遇的机会。 你的收获： 认识更多喜欢运动的朋友 体验极限飞盘这项运动带来的乐趣 锻炼身体，放松身心 小白友好，飞盘超容易上手，有领队飞盘入门教学。 活动流程： 01 初次见面，破冰互动 02 零基础教学，正反手传接盘练习 03 规则讲解，拉伸热身，分组对抗 04 集体合影，赛后交流 05 活动结束AA聚餐（可选） 遇见城市部落Meetup Citywalk为带社交属性的公益活动，让大家在愉快轻松的氛围中用脚步丈量和认知这个城市，以及通过羽毛球，保龄球，飞盘，骑行等活动认识新朋友。领队导游会对沿线的地标景观和历史建筑等做适度讲解，行程开始会有破冰互动和自我介绍，行程中安排小游戏，分组交谈互动，coffee break来加深了解, 帮内向的朋友放松融入团队，漫步活动结束视情况组织晚餐，增加大家的社交半径。活动参与者以8090后国内和海归名校毕业生，各行业精英为主。烦请带有不良企图和商业目的的参与者绕行 飞盘运动是一种老少咸宜的健身项目， 只要有一片空旷的场地就能开心的玩耍。飞盘的参与门槛很低。一身运动服、一双跑鞋、一片飞盘，就是全部的必要装备。 飞盘运动融合了橄榄球、足球、篮球等运动特色是一项无身体碰撞、男女差异小乐趣与竞技兼备的运动对新人友好、上手快、没有裁判不需要运动天赋 哪怕是不爱运动的小伙伴也很快可以参与其中并享受飞盘运动带来的畅爽与热血\~飞盘是少有的男女能够共同参加，需要相互配合，不容易出现身体冲撞和激烈对抗的竞技运动。进攻方通过传接飞盘推进，在得分区内接到盘得分，期间飞盘落地则攻防转换 在自己大汗淋漓 享受奔跑、跳跃 带来激情和自由的同时 也能感受到团队合作的魅力 抓盘、接盘、传盘 和队友齐心协力 体验“盘不落地，永不放弃！” 快来成为一名优秀的“操盘手”吧\~ 燃脂暴汗 比起室内的运动 户外的项目更能体验到 暴汗燃脂的畅快 为忙碌的身体放放风、充充电 和小伙伴们互相配合 制定战术、攻守兼备 通力合作最终取得胜利 玩过的小伙伴都说上瘾 “社恐星人”的社交利器： 团队运动游戏是最快打破尴尬的利器 飞盘游戏的团体意识强 每个人都需要在短时间内搭建信任和默契 直接打破圈层限制 认识更多有趣的朋友 “都市打工人”的解压利器：草坪上肆意奔跑、呐喊、欢呼不仅锻炼身体，还释放心中压力运动后荷尔蒙的飙升也使人降低防备在欢乐的氛围里更深层次的了解彼此、拉近距 “社恐星人”的社交利器： 团队运动游戏是最快打破尴尬的利器 飞盘游戏的团体意识强 每个人都需要在短时间内搭建信任和默契 直接打破圈层限制，认识更多有的朋 WFDF世界飞盘联合会将极限飞盘精神浓缩为“SOTG”图标，即熟知规则、避免身体接触、公平竞争、享受比赛、真诚沟通。独特的精神内核自这项运动诞生之日起，就蕴含其中。 飞盘绝对是让你大汗淋漓的有氧运动，因为比赛场地一般都是一整个足球场，全场人追着一个飞盘跑，享受多巴胺带来的快乐，当然它还可以满足身心愉悦的社交需求，他可以是一个人的快乐，也可以是一群人的快乐。通过飞盘场上队友双方一次又一次的飞盘抛接合作，促进了彼此之间的沟通交流。场上挥洒汗水，场下收获友谊，飞盘运动就是这么一项简单又有趣的社交运动。 燃脂，也是人们热爱大飞盘的一大原因：飞盘是一项特别好的有氧和无氧相结合的运动，一场飞盘下来就能消耗900多大卡。投接飞盘的手法千变万化。 历经20多年的变化与发展，已衍生出十余种正式的国际竞赛。参加飞盘运动的同学在锻炼身体的同时，可以结识伙伴，锻炼大脑，有益身心。即使没有一丝基础，你也可以在草地上玩得酣畅淋漓。因为飞盘上手快，是一种非常快乐的有氧运动！飞盘，是可以迅速激活全身肌肉的健身项目 ，男女同场竞技、门槛低、强社交、无身体碰撞......这些特点让任何人都能轻松上手。 Frisbee飞盘这是一项只有20多年发展历程的运动这是一项已有十余种正式国际竞赛的运动这是一项可以提高多种身体机能的运动: 眼手协调力 专注力 弹跳力 免责声明： 本活动为非盈利户外公益活动，可能存在其他风险因素。团队的任何一名队员都应本着：“尽力救助，风险自担”的原则参加这次活动，参与人员选择共同参与，属于自愿行为，双方不存在强制性约束力。并且明确知道此次活动不存在合同范畴的权利义务关系。 主办方负责对活动进行组织协调，如活动中发生意外事故，组织者有义务组织救援，但不承担任何法律和经济责任，特此申明！ 如活动中产生经济与身体损害，由受损害人和本组织声明依法解决，特此声明。凡报名参与此次活动，均视为已阅读并认可本声明，活动开始后本声明自动生效并表明你接受本声明，否则，请在活动开始前退出！参加活动请自行购买至少涵盖活动当日的意外险，未购买活动当日意外险的谢绝参与活动！ 照片说明：默认主办方拥有活动当天所有相关照片的使用权、传播权。如有异议，请提前与领队沟通，否则默认同意上述条款。 报名后请添加领队获取最新活动安排。

Add wechat ellenliu12345 if you want to join the event! sign up in advance is necessary.Welcome join us 50rmb for 2 hours , prepare racket by yourself

I will organize a go meeting on every sunday night near nanjing east road. The cafe is nice and i will bring one board with me at the first meeting. Beginners are welcome. I will show the basic rules. Do suggest you add my wechat 864324659 and I can know your levels to find opponents.

小红书RedBook: TomEvents. 微信公众号wechat offical account: TomEvents. wechat:lzy9138 First i should let you know That our Time and location could be changing from Time to time,sometimes we don’t update the information here in meetup, so pls add my wechat:Lzy9138 to confirm before you come, I’ll also add you in our wechat group where you ‘ll get the latest notifications Hi There, Welcome to our language exchange party Our Event is devided into 3 parts. 1.Get your drink, grab a seat, and free talk 2.Hosting Part.(Ice-breaking Game,Lucky Draw etc.). Within half an hour. 3.Networking, Board Games, Industry Exchanges and mingling.different areas will be set, everyone Stand up, hold your drink and move freely~ About 1.5 hour **How does it work：** A. Done RSVP on meetup & payment before coming over B. Use wechat to scan our QR code to check in & get a bracelet C. Get your first free drink. D. Grab a seats and follow the flow. **Costs & Payment methods :** **Online on WeChat mini-program 快团团** Ticket Price Varies from ￥39.9-78 若想获得活动通知 最新照片，或其他疑问欢迎加 管理员微信入群: **Tom-WeChat:lzy9138** **小红书/微信公众号：上海英语角TomEvents** 周六活动： @活动时间Time： 每周六下午Every Saturday afternoon 3-6pm \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* 免责声明： 本活动本着自愿参与的原则，参加活动者视为具有完全民事行为能力的人（18岁以上公民），对于任何原因造成的人身财产等一切伤害和损失完全自行负责，活动主办方不承担任何责任。所有现场参加者默认同意并接受本声明！ \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*

dear all, We will move to Bailian Zhongshan BEFORE jing’an opens. Welcome to join us Please confirm with me first before you signed up My WeChat is ellenliu12345 60rmb for 2 hours , 6 people share a court 小伙伴们， 所以我们在静安开放之前将会在百联中环打，欢迎加入我们

Looking for a dining experience that goes beyond just food in Shanghai? Step into a world where cuisine meets performance, and every dish tells a story. At **Xu Yan (叙宴)**, dining becomes an immersive cultural journey — blending fine Chinese gastronomy with theatrical storytelling and stunning visuals. More than just a restaurant, Xu Yan is a multi-sensory dining experience where tradition, art, and modern creativity come together on one stage. **Time & Date:** Flexible booking (**1 day in advance**) **Location:** No. 40 Wenshui Road, Jing'an District, Shanghai, China (上海市静安区汶水路40号). **Access:** Metro Line 1, Wenshui Road Station (Exit 2). **Hours:** Lunch 11:50 AM - 2:00 PM; Dinner 6:50 PM - 9:00 PM. **Recommendations:** It is highly recommended to arrive 1–2 hours early if you have booked costume/makeup packages. **Activity Duration:** 3 hours **Shanghai Xuyan • Xu Dunhuang pricing:** ❤ Lunch: SVIP Seats: 598/person (same price for all sizes). VIP Seating: 498/person General Admission: 398/person ❤Dinner: SVIP Seats: 698/person (same price for all sizes). VIP Seating: 598/person General seating: 498/person. ❤ Attire: Makeup and hairstyle – 188/person, clothing – 100/person. ❤Child ticket: 1\. Height below 130 cm: 198/seat\. Options include VIP\+regular seating\. 2\. You must sit in the same area as an adult; you cannot be seated alone\. 3\. Child tickets do not include the option to select SVIP seating\. **What's included** * Meal * Performance * booking service fee * Transportation * All personal expenses and fees not mentioned in the inclusions.

what is the best way to spend your weekend ? come to join us for badminton to have fun! please prepare racket by yourself , shuttlecock will be provided , add my WeChat : ellenliu12345 to sign up by our WeChat group . 60 RMB for 2 hours , we play double for fun game , 6 people share one court

what is the best way to spend your weekend ? come to join us for badminton to have fun! please prepare racket by yourself , shuttlecock will be provided , add my WeChat : ellenliu12345 to sign up by our WeChat group . 60 RMB for 2 hours , we play double for fun game , 6 people share one court

**\*\*About Activity\*\*** Unlock the flavors of authentic Chinese cuisine in our exclusive Private Cooking Class! Learn to create irresistible dishes like Kung Pao Chicken and Shepherd's Purse Wonton using traditional techniques that bring bold, fresh flavors to life. **\*\*Highlights\*\*** \*\*\*\*\*Kung Pao Chicken highlights the bold and exciting flavors of Sichuan cuisine, where tender chicken is stir-fried with a medley of crunchy peanuts, fresh vegetables, and fiery Sichuan peppercorns. With its origins in Sichuan province, Kung Pao Chicken showcases the art of combining bold flavors with a satisfying crunch, making it a beloved classic in Chinese cuisine. \*\*\*\*\*Shepherd's Purse Wonton presents a delicate yet flavorful blend of traditional Chinese ingredients, with plump wontons filled with fragrant Shepherd’s Purse leaves, minced meat, and seasonings. The wontons are gently steamed or boiled to perfection, it highlights the harmony between fresh herbs and tender fillings, making it a cherished comfort food with a timeless appeal. **\*\*About Chef\*\*** \- Chef Tony Jiang Founder & Director of Chinese Famous Media Chef Michelin\-Star Restaurant Associator Principle Director of Zwilling Gourmet SchoolVice President of Disciples Escoffier China Awards: \- 2025 Michelin Bib Gourmand Hong Kong \- 2021 Outstanding Chef of the Year\, The Best Restaurant Awards \- 2019 Authoritative Chef of the Year The Best Restaurant Awards\- 2017 Best Contributor Discuples Escoffier China Delegation \- 2015 French Gastronomic Spirit \- Sopexa **\*\*Itinerary\*\*** \- 4:45pm: Gathering & Introduction \- 5:30pm: Chef's Demostration \- 6:30pm: 3\-4pax/station\, each team to prepare \- 7:00pm: Food appreciation & Photo Taking **\*\*Detailed Info\*\*** **Time&Date: 16:30 - 19:00 Every Wednesday & Sunday, 2026** **Meet up Location:** Jing An Temple Metro Station (Line2) Exit 1 **Activity Duration:** 2 - 3 Hours **Price:** 500 RMB / Pax **Group size:** 4-20 People **What's included in the price:** · Food Ingredients · Cooking Utensils · Apron · Tableware · Chef instruction service · Complimentary Water + Soft Drinks · First-Aid Kit **What's not included in the price:** · Your own expenses **\*\*Trip Inquiry\*\*** Telephone/WhatsAPP:0086 15001791355 Wechat: OKDealTravel Email: [contact@okdealtravelchina.com](http://mailto:contact@okdealtravelchina.com/) **\*\*Full payment** is required when signing up for this activity. If cancel above 3 days prior to departure, full refund will be offered; if cancel 0-3 days prior to departure, 100rmb cancellation fee will be charged.

Get ready creative writers! Inkwell is proud to announce Sunday Scribbles, our latest event for the Shanghai writing community. Sunday Scribbles is a low stress gathering for your Sunday afternoon creative writing. Join us to work, chat, and write to your heart's content. (Mostly write, though). Add Ryan (WechatID: texaswriter) to figure out where we are meeting this week and to ask any questions. I don't keep Meetup very up to date and everything Inkwell does is organized through wechat groups, so even if the number of attendees is low, there's likely an event still going on. Add Ryan, and you can join the wechat group where everything is happening. Some Frequently Asked Questions: What do we do here?: Mostly write and work quietly with some chatting What to bring?: Something to work on What we don't do?: Edit things for you, serve as writing consultants What does it cost?: Free, but please order something to support the venue. What is Inkwell?: There's a lot of information about the workshop located on the website: www.inkwell.asia. Meet Writing Workshop veterans and other Workshoppers for the latest info on writing prompts and activities. It's also the perfect chance to make the Sunday night deadline for that week's Writing Workshop. Sunday Scribbles is organized by Paula Willis who has been in Shanghai since early 2018 and a member of the writing group since fall 2019. Bring something to write with and we'll see you there!

This is a group for anyone interested in learning Chinese, including oral Chinese ,business Chinese ,HSK. And on every Friday night we do Chinese Corner,greetings,learning part, language exchange, free talk,games etc. Btw, coffee,drinks are on the side. all skill levels are Welcome!! It’s a great chance to make international friends ,and learn about other cultures . Looking forward to seeing you:-) WeChat : ZoeMandarinClass 喜欢外语的朋友欢迎加入我们！既能练习第二语言，又能结交一些新朋友，感受不同国家的文化和习惯！欢迎大家!

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).