Predictive Analytics

**Most people learn *about* AI. We learn by building *with* it.** ​There are a thousand newsletters, courses, and YouTube videos explaining what AI is. This bootcamp is not that. This is 2 days of hands-on building — real tools, real APIs, real apps — guided by someone who has done it across consumer and enterprise products. ​By Day 2, you'll have shipped working AI products. Not demos. Not slides. **Things that work.** [Get tickets at eventbrite:](https://www.eventbrite.com/e/build-with-ai-hong-kong-tickets-1986302774067?utm-campaign=social&utm-content=landingpage&utm-medium=schoolofappliedai&utm-term=listing&utm-source=schoolofappliedai&keep_tld=true&utm_source=luma) *** ## ​🎯 Who Should Attend ​You're a great fit if… ​You want to build, not just learn. ​You're a founder, executive, or self-starter. ​You want practical skills, not theory ​You're serious about staying ahead in AI You might not be ready if… You're looking for a passive lecture experience. ​You think watching is the same as doing You're not willing to experiment and fail fast You need heavy technical hand-holding [Get tickets at eventbrite:](https://www.eventbrite.com/e/build-with-ai-hong-kong-tickets-1986302774067?utm-campaign=social&utm-content=landingpage&utm-medium=schoolofappliedai&utm-term=listing&utm-source=schoolofappliedai&keep_tld=true&utm_source=luma) *** ## ​🔨 What You'll Build ​Over 2 days, you'll build and ship: ​**→ A personal brand , a service webapp which accepts payments, a customer feedback system and a custom web app which solves your own problem.** ​Every project is yours to keep and launch. *** ## ​📅 Agenda Overview ​**Day 1 — Saturday, May 2** You hit the ground running. After a quick orientation on the AI landscape and how web apps actually work, you build three real products before the day ends: your personal brand website (live on a custom domain by lunch), a client-facing services page that takes real Stripe payments, and a lead magnet page with an AI-powered CRM that auto-scores leads and writes follow-up emails for you. The day closes with an AI Trend Spotlight and open build time to keep experimenting. ​**Day 2 — Sunday, May 3** You go deeper and finish strong. The morning is spent building a login-protected customer portal where clients can access resources and submit support tickets — no developer needed. After lunch and a second AI Trend Spotlight, you spend the afternoon on your capstone: building the app your own business has actually been waiting for, with dedicated 1-on-1 facilitator support the whole way through. You then build your pitch deck live using Lovable, present your app at the final showcase, and leave with a certificate and five deployed products that are yours to keep. *** ## ​💡 The Philosophy > ​*You cannot think your way into understanding AI. You build your way in.* ​Every breakthrough in your understanding will come from something not working — and then figuring out why. That's the method. That's why 2 days of building teaches more than 3 months of reading. *** ## ​📍 Event Details ​🗓 **Date:** 2nd and 3rd May · Hong Kong 📍 **Venue:** Chinachem plaza, 178-186 Johnston Road, 4/F Chinachem plaza , Wan chai, Hong kong 👥 **Cohort:** Max 20 participants (intentionally small) 💰 **Investment:** HK$2\,500 \- HK $4000 \| Early\-bird pricing available [Get tickets at eventbrite:](https://www.eventbrite.com/e/build-with-ai-hong-kong-tickets-1986302774067?utm-campaign=social&utm-content=landingpage&utm-medium=schoolofappliedai&utm-term=listing&utm-source=schoolofappliedai&keep_tld=true&utm_source=luma) *** ## ​✅ What to Bring * ​Your laptop (Mac or Windows, both fine) * ​A project idea you want to build (optional but encouraged) * ​Openness to experimenting, breaking things, and shipping fast *** ## ​👋 Your Host ​**Altaf** — founder, builder, and educator at the School of Applied AI. Teaching entrepreneurs and professionals in Hong Kong and across Asia how to build real products with AI — not just talk about them. *** ​**Seats are limited to 20. Early-bird pricing closes soon.** ​[Get tickets at eventbrite](https://www.eventbrite.com/e/build-with-ai-hong-kong-tickets-1986302774067?utm-campaign=social&utm-content=landingpage&utm-medium=schoolofappliedai&utm-term=listing&utm-source=schoolofappliedai&keep_tld=true&utm_source=luma) *and join the cohort.*

(Partner's Event) BBQ Party at ShenZhen Time: Every Sat 19:00 - 23:00 (Usually) Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event.

Reading is important because it develops your mind and gives you excessive knowledge and lessons of life. 開卷有益！大家最近有冇讀到一啲好書呢？不如出黎分享下讀書心得呀？參加呢個讀書活動，分享好書，分享喜悅。😊 有興趣參加可以WhatsApp我：95182994

Booked 2 Tables, 4-6 People, 20HKD/Person - Playing for 2 hours looking for practice or games. NOT SUITABLE FOR BEGINNERS. No coaching available yet.

This is our second book club event. it's FREE! International and local friends welcomed! We're looking for people who want to think and grow in a post-AI world. What to expect: · Bring a book you love to share or exchange (physical or digital). Read and discuss them with the group.

🔥 期間限定！超筍價 兩日一夜 Chill 輕鬆互動Trip ＋ 🏎️ 高卡車 ​​ 🎉 想Weekend放假平平哋去Chill下，又想識下新朋友？機會嚟啦！😍 今次我哋爭取到🌟「發展商超強贊助」🌟（行程會包輕鬆睇樓盤），令我哋可以用 超筍價 玩盡兩日一夜！包 5 餐、包酒店住宿、包旅遊巴、仲包浸天然溫泉！♨️ 🌟**專屬互動安排，只限 👉🏻\*刻遇會員報名\* 限定：** 呢個Trip唔係普通鴨仔團！我哋會自己Group埋一齊玩 🍽️ 專屬大圍飯局：安排我哋自己人一齊坐，邊食邊傾！ 🎲 極速破冰交友：多款 Boardgame 桌遊，輕鬆打破隔膜，開心識朋友 🤝 🌌 營地觀星：遠離城市光害，大家飲杯嘢傾下偈，享受超 Chill 互動！ 🎤 KTV 狂歡：大展歌喉，盡情放電！ 🏎️ 速度與激情：高卡車（自費約 RMB 80-120，極度推介！） ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ 📅 日期： 5月2日 至 5月3日 (2日1夜) 👥 對象： 80 / 90 / 00後 📍 集合時間及地點： \*請最少提早 15 分鐘到達 👉 9:30 AM 港珠澳大橋香港口岸（旅檢大樓） \*大部份地區搭往 機場的A字頭巴土就到 🔥 Meetup優惠價（名額有限，先到先得） （需5月1日或之前轉賬確認）： 👩🏻 女：$138 \| 👦🏻 男：$188 \*需自費來回珠海的金巴，其他行程包旅遊巴 (價格或會因情況而向上調整, 以最後顯示價格為準) (💰 已包：1 晚酒店住宿 + 旅遊巴 + 5餐 + 天然溫泉 + KTV + 專屬互動安排！免導遊費) ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🎟️ 預約席位** 為確保男女比例與社交質素，所有席位以收到轉賬確認為準。 * **查詢/報名 WhatsApp：** 91622624 * **一鍵報名：[https://wa.me/85291622624?text=我想報名參加5月2日至3日團](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A05%E6%9C%882%E6%97%A5%E8%87%B33%E6%97%A5%E5%9C%98)** * \*參加者多於 whatsapp 直接報名, Meetup報名人數不準 **【轉賬方式】** * **PayMe 連結：** [https://payme.hsbc/kuuu](https://payme.hsbc/kuuu) * **FPS 轉數快：** 91622624 * *請於轉賬後 WhatsApp 截圖至 91622624 確認* #KAIROS刻遇 #2日1夜 #質感社交 #週末好去處 #高卡車 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🌟 關於 KAIROS 刻遇** 我們持續優化每一場聚會的質地，致力於在繁忙的都市中，為優秀的靈魂打造更舒適、更有深度的連結場域。 【刻遇預告】KAIROS 刻遇｜在時光的流動中，精準對焦 當 Chronos 的指針不停走動，我們選擇在 Kairos 的瞬間停駐。 活動地圖已開啟，誠邀每一位，在對的時間，遇見對的人。 📅 刻遇日程 May 1 (Fri) 4pm-9pm：🏖️五一假期大型假日派對🎉**👫👭👬** [https://www.meetup.com/kairos/events/314093638/](https://www.meetup.com/kairos/events/314093638/) May 2 \~ May 3：兩日一夜 Chill 輕鬆互動Trip ＋ 🏎️ 高卡車 ​​ 🎉 [https://www.meetup.com/kairos/events/314211590/](https://www.meetup.com/kairos/events/314211590/) May 17 (Fri) 4pm-10pm：🎤✨6小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/314538825/](https://www.meetup.com/kairos/events/314538825/) May 30 \~ May 31：兩日一夜 Chill 輕鬆互動Trip ＋ 🏎️ 越野車 ​​ 🎉 [https://www.meetup.com/kairos/events/314211628/](https://www.meetup.com/kairos/events/314211628/) 🎟️ 報名與留位 名額稀缺，請透過 WhatsApp 或 Meetup 預約你的席位： 📲 WhatsApp 直接報名： [https://wa.me/85291622624?text=我想報名參加活動](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A0%E6%B4%BB%E5%8B%95) 期待在更趨近完美的時光中與你相遇。 「不為消磨時光，只為刻畫靈魂。」

(Partner's Event) English Corner Time: Every Wed, Fri & Sun 19:00 - 23:00 Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event. Wechat ID: Pandoraparties

LSS Smart Fitness 律動班系列 Wed/Sun $100/ 1-hr class ($350 /4-class) Please RSVP one week in advance Welcome to book other time slot (WhatsApp 65230389) Vibration x MFR 療癒律動 (Relax, Muscle release & Facial massage) Vibration Fitness (Stretch & Strength) 健體律動 Vibration x BellyFit 美型律動 (Body Shape-up with Bellydance Technique Drills) Vibration x Yoga 律動瑜伽 (Yoga Asana in vibration setting) https://eshop.cosway.com.hk/ One FREE trial class with any Cosway purchase receipt over HK$1000 under introducer code : HK370579B 以 HK370579B 作介紹人的 Cosway (網購或門市)購物消費，逾 HK$1000，可免費試上律動班系列一節

**LSS Smart Fitness 律動班系列** Wanchai/Jordon/Zoom Zoom Class $80/ 30-45min class ($200 /4-class) In-person Class $100/ 1-hr class ($320 /4-class) RSVP : WhatsApp 65230389 **Vibration x Yoga 律動瑜伽 (Mon 10pm)** (Yoga Asana in vibration setting) **Vibration x MFR 療癒律動 (Tue 10am)** (Relax, Muscle release & Facial massage) **Vibration Fitness (Stretch & Strength) 健體律動 (Wed 10am )** (Flexiband) **Vibration x BellyFit 美型律動 (Thu 10am)** (Body Shape-up with Bellydance Technique Drills) https://eshop.cosway.com.hk/ First time FREE trial with any Cosway purchase receipt under introducer code : HK370579 憑任何以 HK370579 作介紹人的 Cosway (網購或門市)購物收據，可免費試上律動班系列一節

食餐飯 輕鬆認識不同行業的專業人士/ 高收入人士 Make friends by having dinners with professionals and high income individuals 點解要參加神秘飯局？ · 認識朋友 / 戀愛對象: 輕鬆用1.5小時認識 3-5位新朋友 / 潛在伴侶 · 擴闊視野: 試下新餐廳，認識各行各業嘅參加者（Youtuber，空姐，放射師...真係咩人都有） 如果你都想認識新朋友但….. · 有諗過參加speed dating 但係怕太chur/太貴 · 純粹想輕鬆傾下計 未必想同一大班陌生人玩游戲 · 玩交友app心很累 傾左一輪都都未約到出黎見面 我哋係全港首個冇主持嘅「神秘飯局」社群，主打輕鬆食餐飯去認識朋友 推出幾個月已經有500名參加者報名喇 ✨ 即刻加入了解更多 📍 持有效商業登記 睇下飯局: [官方網站](https://dine-first.com/app) Instagram: [@dinefirst.hk](https://www.instagram.com/dinefirst.hk) Telegram: [神秘飯局 Telegram](https://t.me/dinefirsthk) 用一餐飯的時間，認識3-5個朋友 / 戀愛對象，今日就約飯先！

「生命就像甜點，有苦有甜，才有層次感。」 親愛的朋友，平日忙碌的生活中，你需要一點點甜嗎？誠摯邀請你來到我們的幸福小組，這次我們不只分享愛與溫暖，更要一起親手製作經典甜點 Tiramisu（提拉米蘇）！ 在濃郁的咖啡與可可香氣中，讓我們一邊動手創作，一邊分享生活的點滴。這份親手製作的驚喜，期待與你一起完成！ 📅 活動資訊 日期： 2026年5月2日（週六） 時間： 18:00 – 20:00 地點： 九龍旺角亞皆老街16號 旺角商業大廈16樓 費用： 預付 $50（出席當天將全數退回）

🛎️ 地址: 觀塘成業街 16 號怡生工業中心 A 座 2 樓 A2 室 🏢 好多時會有客人問我哋我哋嘅Meetup Party Games活動會玩啲乜嘢？其實就係例如9 Upper, 狼人真言，Flip 7，歌迷序會等等好玩流行嘅輕鬆桌遊，由當日嘅活動主持決定最終玩邊幾隻！ 其實玩邊隻game唔係重點。重點係個活動好唔好玩！我哋好多活動都有好多人參加. 所以不必多說，你應該知道究竟發生了什麼事！ \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **今日活動資訊:** 費用: [$105 / Girls $85] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 102 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

🛎️ 教玩需時, 未玩過全新手請準時 ⏰ Avalon 可能係”狼人殺”之後在香港最出名嘅一款身份board game. 新手歡迎👏會教玩! 玩法主要係: 大家都係圓桌武士年代阿瑟王的手下, 當中也混入了奸臣. 玩家輪流做Team Leader, 派人出去執行任務, 大家要共同決定誰人可信誰人不! 因爲祗要有一個壞人混入咗任務團隊任務便會失敗. 一款較狼人殺推理性更強丶更純嘅推理game, 勁啱鍾意估估下嘅朋友! 呢個遊戲唔會有人早出局. 🚫作弊（浪費大家時間） 🚫鬧人（冇人想放工特登走去俾人鬧） 🔔 準時開局. 唔會有凖時到場嘅人無了期等遲到嘅人嘅情況出現. 🔔 專人控場. 粗暴發言、鬧人、貼面、9玩者會被放進黑名單. 🔔 費用: 👱‍♂️$105 👧$85(Meetup報名平$5) Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 102 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

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.

**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**

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

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Rise Commercial District 1509 Blatt Blvd Gahanna, Ohio 43230 Conference Room: Once inside building, conference room is down the left hallway

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/).

**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