Data Structures

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

**Is public speaking fear or anxiety holding you back or limiting your potential in your life or career?** If so this immersive weekend (retreat like) experience could be for you. The format for the weekend is an evolution of my mission to help people **transmute subconscious fears** and blocks and self-limiting beliefs into public speaking passion, authenticity, and confidence. I've honestly never felt more certain that I’ve found the secret to **unlocking speaking power in a way that actually lasts.** I designed this weekend to be an inspiring climb up **The Public Speaking Breakthrough Ladder.** I've designed each rung to unlock a new, empowering state of being in your public speaking and then **lock that feeling into your nervous system.** Through curated quotes, deep questions, story and message prompts and a few other secret ingredients we will progress though the following 3 phases. Before I describe the format I want to acknowledge that just the thought of public speaking can feel overwhelming, but this is a **safe**, **judgment-free zone.** You will be speaking in this weekend retreat but this weekend isn't about having to perform or being put on the spot; it's about recalibrating your system so you can feel **safe and calm** as you speak. * **Phase 1: Breakthroughs 1 to 3.** * **Awareness:** What we witness, we can influence. We bring the blocks out of the shadows and share them to release their grip. * **Courage:** We'll explore courage's earliest meaning - "to speak one's mind by telling all one's heart." - as a **powerful transmuting tool.** * **Acceptance:** This isn't about passivity; it’s about actively allowing the resistance to come and out so we reclaim our power. * * **Phase 2: Breakthroughs 4 to 6.** * **Connection**: Once we connect with ourselves we learn to connect with others and lock that safety it into your subconscious. * **Confidence:** The shift from **"seeking approval" to "granting permission."** You'll learn to trust in your nervous system to stay present. * **Intention:** Breaking the habit of "playing small" and moving from how am I doing to **what is my message and how is it impacting?** * * **Phase 3: Breakthroughs 7 to 9** * **Authenticity:** Stripping away what you think you should be as a speaker to discover and **embrace who you actually are.** * **Authority:** For this weekend authority is a magnetic command that comes from knowing why you and your message matter. * **Bliss:** The final rung. The "flow state" where the fear is gone and speaking becomes something you enjoy. Imagine it yours to keep! ## **The Details** * **When:** Saturday May 2nd and Sunday May 3rd (10am to 4pm) * **Where:** 10 Lower Jarvis Street (Loblaws Community Room 2nd Floor) * **$595** ( $495 if you register before April 14 ) * Limited to 12 participants to ensure we can do the deep work required for these breakthroughs. * **Preparation:** No need to prepare anything in advance. * **Lunch:** We'll take a break for lunch; lots of options available.

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/3ea6eq1s). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/3ea6eq1s Join us for a welcoming and inclusive coffee meetup where women and non-binary folks in tech can connect, share experiences, and build community in a relaxed setting. **May Topic:** What Are You Building? Wins, Works in Progress & Everything in Between Whether you're an industry veteran or just getting started, everyone is welcome! **FREE ENTRY** – However, please support the café by purchasing a drink or snack while attending. **Location:** Prema Coffee and Bar, 35 McCaul St #110, Toronto, ON M5T 1V7 **Time:** 11:00 AM – 1:00 PM **Schedule:** 11:00 AM – 11:30 AM → Arrive, grab a drink/snack, socialize 11:30 AM – 1:00 PM → Group discussion, paired chats & activities **Important Notes for RSVPs** We’re introducing a few questions when you RSVP to help us manage space and ensure an inclusive environment: **This is a space created to support people who are underrepresented in tech.** We ask **cisgender men** (men who were assigned male at birth and identify as male) to respect this and not attend. **To manage limited space, we track no-shows for all Code Diversity events.** If you RSVP and miss two events, you’ll be waitlisted for future events. Please update your RSVP at least 24 hours in advance if you can’t attend. **Photography & Video Disclaimer:** By attending this event, you acknowledge and agree that photographs and/or video recordings may be taken. These may be used for promotional purposes, including social media, websites, and other marketing materials. If you do not wish to be photographed or recorded, please inform the event organizer upon arrival. **Organized by TechTank** Let’s continue fostering diversity, inclusion, and innovation in tech—this month and beyond! **Join our vibrant community for the latest updates and continued discussions:** [https://linktr.ee/techtankto](https://linktr.ee/techtankto)

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a relaxing and fun Sunday afternoon leisure nature walk through the Don Valley Trail along the Don River followed by an enjoyable dinner at a local pub near our meeting location. **Meeting Location with free Parking:** We will meet conveniently out front the **Tim Hortons directly across the street from the Davisville Subway (Yonge Line)** This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small adventure through quieter and more natural parts of the city we don't usually get to see. More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **Spring has Arrived Leisure Nature and Neighbourhood Walk! (with Dinner Party after)** -A great day planned as we explore parts of the city we don't see every day (great nature trails and old beautiful neighbourhoods) -Play a couple ice breaker games near the beginning of the walk as well to help us get to know one another -During the walk we will stop and rest at different spots, bathroom breaks, take some lovely scenic photos, group photos and share some laughs together -Followed by food and beverages at a nearby Irish Pub \*This event is a great way to naturally make connections, get some fresh air and (re) connect with some wonderful people **Bonus after our Leisure Nature Walk: (Optional)** \*Stick around after the walk for a fun Saturday social gathering at a local Irish Pub for beverages and food right after the walk \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at out front of the **Tim Horton (1910 Yonge Street)** \*Arrive early if you like (however we will meet out front at 4:00 p.m. (we will wait for everyone to arrive until roughly 4:30 p.m.) **Drivers & Free Parking:** Plenty of parking on Yonge and residential too :) Free parking on Duplex, one street west of Yonge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁** **[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)** **[TILE.]** now has a **2-for-1 special event,** which includes: **1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher **2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$5, unless you already paid for the same day 6:30 English class right before, in which which case the 7:15 social is FREE)* Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events for $5!*** Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers. *You **must** read the full event description below before attending. By attending, you agree to all the terms listed.* **[TILE.] Toronto International Language Exchange** event details: * We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.* **PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer. \-\-\-\-\-\- **IMPORTANT DISCLAIMER – Meetup Group** By attending any TILE events, including these ones, you acknowledge and agree to the following: * *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.* * *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.* * *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.* * *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.* * ***If you do not agree with this disclaimer, please do not attend TILE events.***

⚠️日本語の案内は下にあります⚠️ ⚠️한국어 안내는 하단을 참고해주세요!⚠️ ⚠️中文用户请向下滚动⚠️ CAS Family, thank you as always for being part of this community! This time we’re hosting a special edition event — a Hanami picnic at High Park 🌸 Let’s enjoy the cherry blossom season together, relax, chat, and spend a beautiful spring day with everyone🫶 Let’s make a lovely spring memory together with the CAS Family ☘️ 🎟️Fee : Free✨ 🧳What to Bring • Snacks or drinks if you’d like to share • A picnic mat or blanket if you have one We will bring a large picnic sheet, but extra blankets are always welcome. 🙏 For recreational games, balls, playing cards, frisbees, and more will be provided. ⚽🃏 📍Meeting Point High Park The exact meeting location will be shared only with registered participants. It will be announced at least one hour before the event starts🌸 ☂️Rain Plan If it rains, the event will be cancelled or postponed We will announce the decision at least three days before the event. CAS Familyの皆様へ♡ いつもご愛好ありがとうございます！ ついに長い冬が明けると共に お花見イベントを開催することになりました🌸 🎟️料金: 無料✨ 🧳持ち物 特大レジャーシート、ボール、トランプ、ボードゲーム、フリスビー、縄跳び等ご用意いたしております🫶 ご自身用のスナックや飲み物、レジャーシートの持ち物大歓迎です🙏 📍集合場所 詳しい場所は集合前1時間までにアナウンスいたします。サインアップしてる方のみへの公開です！ ☂️雨天時 中止 or 延期 イベント3日前までにお知らせします 늘 CAS 이벤트에 참석해주셔서 감사드립니다. 봄을 맞아 특별한 이벤트를 개최하게 되었습니다! High Park에서 벚꽃놀이를 즐겨보시는 건 어떠신가요? 🌸 다가오는 봄을 느끼며 즐겁게 대화하며 쉴 수 있는 편안한 시간을 준비했습니다 🫶 CAS와 함께 소중한 추억을 만드실 수 있길 바랍니다 🍀 🎟️ 참가비: 무료 🧳준비물 (선택 사항) 간단한 간식거리 피크닉용 돗자리 커다란 돗자리 하나를 제공해드릴 예정입니다만 여분의 돗자리가 있으시다면 가져와주시면 감사하겠습니다 🙏 카드게임이나 원반 던지기등 다양한 게임이 준비될 예정입니다 ⚽️🃏 📍위치 High Park 정확한 위치는 이벤트 시작 한시간 전에 참가자분들께 안내해드리도록 하겠습니다🌸 ☂️날씨 관련 우천시에는 이벤트가 미뤄지거나 취소될 예정입니다. 최소 3일전에 안내해드리도록 하겠습니다. 🎟️费用：免费✨ 🧳携带物品 • 如果你愿意分享，可以带一些零食或饮料 • 如果有的话，可以带一块野餐垫或毯子 我们会准备一张大的野餐垫，但欢迎大家自带额外的毯子。🙏 同时也会提供一些娱乐活动用品，例如球类、扑克牌、飞盘等。⚽🃏 📍集合地点 High Park 具体集合位置仅会分享给已报名的参加者，并会在活动开始前至少一小时公布🌸 ☂️下雨安排 如果下雨，活动将会取消或延期。 我们会在活动开始前至少三天公布决定。

Hello everyone, Please join us for a fun, interactive and laughter filled ***"group dating game"*** experience. We all bring years of knowledge, wisdom and stories; so together we can support, inspire and share optimal understanding to love, dating and fulfilling relationships. This will be a well organized, interactive and valuable afternoon as we dive deeper into the real meanings of love, romance, intimacy and effective dating. \*We will be joined by my other social groups too so we can anticipate a great afternoon Event Details bellow: Sincerely, Steve Flemming (Organizer/Host) Event Details: **Steve Flemming Presents:** **Love Will Find a Way!** **(Group Dating Game)** -An inspiring, interactive and welcoming afternoon as we go deeper into the universal topic of love, dating and intimate relationships \*Let's not take ourselves too seriously either (we're all in this together-so we'll definitely share some laughs too :) \*Invite your friends or come on your own; all is welcome! **About the Organizer/Host** Steve Flemming provides over 20 years of producing community events and group facilitation on personal growth, spirituality and relationships. He looks forward to involving everyone in a safe, fun and inspirational way. We will be sure to experience a wonderful afternoon with great, thoughtful people in a ideal setting for connection and conversation. **Where to Meet us?** **Date: Sunday May 3rd 2026** **Arrive between 4:00 p.m. - 4:30 p.m.** **Location: La Carnita - Good Fortune Bar (Main Floor)** **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 \-\-\-\- **Event Fee:** 10 dollars upon arrival (HST included) (Cash only or e transfer when you arrive) **steveflemming11@gmail.com** \-\-\-\- \*Dinner & Beverage Menu available too \*Includes reserved seating for the group \*Beverage and/or appetizer minimum to support the staff and venue Remember to tip the hard working servers too) Thank you for your co-operation :) \-\-\-\- **Parking Available:** \*Plenty of street parking on Eglinton and (Residential area south/east of venue for free) **Close to Subway Station:** \*Also three minute walk east from Yonge/Eglinton subway station

我们又要出去徒步了。在一个多元文化的国家，坚持我们的文化价值观对我们很重要。因此，我们欢迎任何践行中华传统价值观——或希望重新连接自己文化根源的人——加入我们。 我们的聚会是建立在中华传统价值观之上的。我们希望大家在参与时能牢记这一点。如果你的行为方式更偏向于西方视角，那么这里可能不太适合你。感谢你对我们传统的尊重。谢谢。

【College Park food court is closed again, so we change the location to the food court in Aura Concourse（384 Yonge St., Toronto, ON）, near the College Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Sunday 3:00pm-5:00pm Aura Concourse（384 Yonge St., Toronto, ON) [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the pharmacy ] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常在药房前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College 】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在藥房前面】

Meet other Day Traders, Swing Traders, Investors, and More! We're leveling up the meetup experience with a brand new venue! We've got the upstairs space at the newly opened **MooMoo Yorkville** all to ourselves. **95a Bloor St W, Toronto, ON M5S 1M1** 🕓 **4:00 PM – 6:00 PM** 👥 **25 spots only — RSVP required** Here's how the afternoon runs: MooMoo will kick things off with a quick presentation on their platform, then the rest of the time is ours. Talk markets, share what you're watching, ask questions, compare strategies, or just connect with like-minded people in the city. Whether you're a seasoned day trader or just getting started, you belong here. All levels welcome. **Bring your laptop, a notepad, whatever helps you think.** This is your time to learn, share, and connect. Join our Telegram to stay updated: [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh) ⚠️ *Spots are limited to 25 people. Please only RSVP if you plan to attend — this is a small intimate setting and every spot counts. If your plans change, please release your spot so someone on the waitlist can join.* See you there! 📈 Disclaimer: This meetup is for educational and networking purposes only. Nothing discussed at this event constitutes financial advice. Always do your own research and consult a qualified financial advisor before making any investment decisions. This event is not affiliated with or sponsored by MooMoo unless otherwise stated.

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.

**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

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/

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**

**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