Hadoop

# 🏖️五一假期玩足 5 粒鐘！40人大型假日派對🎉 🎤唱K x 🎱桌球 x 🎲 桌遊 x 🀄麻雀x 🎯鏢機 x 🎮 街機 x 👫識朋友 五一公眾假期，唔想出街同人迫，又唔想悶喺屋企？🏠 難得紅日放假，最啱就係識下新朋友，盡情玩樂叉叉電！🔋 我哋已包起可容納50\~60人嘅大場地，邀請大家一齊玩！🎉 由下晝玩到夜晚，由陌生玩到熟絡✨👫👭👬 🔥 現場有咩玩？ 🎤 唱K： 同鍾意唱歌嘅朋友一齊唱，大展歌喉 🎱 桌球/鏢機： 手痕想切磋？隨時開波 🎮 街機遊戲： 大量好玩童年回憶遊戲 🎲 Boardgame： 輕鬆好玩 Party 類，輕策桌遊邊玩邊傾 🀄 麻雀： 假期點少得打牌？自動麻雀機準備就緒！ ✨特別安排 🚫 不需公開自我介紹。 🔄 Speed Social： 分組換檯精簡快速交流，極速熱身，輕鬆認識其他參加者 🤝 分組破冰遊戲： 輕鬆好玩嘅互動 Game，零尷尬破冰 (約15分鐘，自由參與) 🍔 食物飲品安排(自費)： 自由度 Max！你可以： 1️⃣ 食飽先過黎 2️⃣ 現場同其他參加者夾份叫外賣 (一齊食最開心🍕) 3️⃣ 自備私伙美食/酒精飲品 (BYOB 🍻) ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ 📅 日期：5月1日 (公眾假期) ⏰ 時間：4PM - 9PM (歡迎隨時加入及離場) 📍 地點：荔枝角 Party Room (近地鐵出口 2 分鐘步程，極速到達！) 👥 對象：80/90/00後 🔥 名額：限量 40 名 🎫 費用： ⚡ Meetup優惠：$178/位 ✨ 女生優惠額外再減 $30/位 (價格或會因情況而向上調整, 以最後顯示價格為準) 正價：$200/位 ⚠️ 注意： 名額有限，請盡早報名留位。 如臨時嚟唔到，可轉讓位置比朋友。 #五一好去處 #假日派對 #識朋友 #麻雀派對 #荔枝角 #PartyRoom #性價比高 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🎟️ 預約席位** 為確保男女比例平衡與社交質素，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1日假日派對](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%881%E6%97%A5%E5%81%87%E6%97%A5%E6%B4%BE%E5%B0%8D) * \*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* ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🌟 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。」

聖經討論會是以日常生活與專業議題（如人際關係、職涯發展、熱門新聞、理財、人工智能等）為基礎的基督教聖經討論。您亦可提議主題，內容信徒與否都合適。 Bible Talk is a social event based on everyday life and professional topics (such as relationships, career, popular news headlines, finance, AI…etc.) You are also welcome to suggest topics. All content will be hospitable to all backgrounds.👌 雖然主持人會援引聖經經文，但請放心，這是個安全的平台，歡迎您基於自身經驗、文化、哲學與宗教背景分享觀點。所有背景皆受歡迎且受到尊重。 Although the host will reference biblical scriptures. Please rest assured that this is a safe platform to share your perspective stemming from your experience, culture, philosophies and religions. All backgrounds are welcomed and respected. 😊 最棒的是，我們將提供餐飲，您無需支付分文！ The best part of this is, food and drinks will be provided, you don't have to pay a cent! 🍴 主體語言：英文（可提供中文協助） Main language: English (Chinese assistance is available)

聖經討論會是以日常生活與專業議題（如人際關係、職涯發展、熱門新聞、理財、人工智能等）為基礎的基督教聖經討論。您亦可提議主題，內容信徒與否都合適。 Bible Talk is a social event based on everyday life and professional topics (such as relationships, career, popular news headlines, finance, AI…etc.) You are also welcome to suggest topics. All content will be hospitable to all backgrounds.👌 雖然主持人會援引聖經經文，但請放心，這是個安全的平台，歡迎您基於自身經驗、文化、哲學與宗教背景分享觀點。所有背景皆受歡迎且受到尊重。 Although the host will reference biblical scriptures. Please rest assured that this is a safe platform to share your perspective stemming from your experience, culture, philosophies and religions. All backgrounds are welcomed and respected. 😊 主體語言：英文（可提供中文協助） Main language: English (Chinese assistance is available)

你係咪成日覺得： · 身邊冇人真正鍾意港產警匪片？ · 睇完《寒戰》想討論權謀、對白、細節，但冇人一齊傾？ · 想認識同樣撐香港電影、會一齊約睇電影嘅新朋友？ 呢場活動就係俾你👇 📅 5月1日（星期五．勞動節假期） 🎬 電影時間：下午4:00（3:30集合打卡） 📍 地點：油尖旺區（戲院地址WhatsApp通知） 🎟️ 票價：HK$100/位 🍽️ 飯局（自由參加） · 形式：AA制 · 話題：寒戰系列、港產片、甚至約埋下次睇咩戲 我哋活動想控制12人內，所以先報先得，額滿即止.

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 $75] Meetup報名 👨$100 👧$70 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

星期五 血染鐘樓夜唔夜 地點：荔枝角 A Joy 7pm-0am $120 per head Lv 0.5 說書人: Zen 血染鐘樓Blood on the clocktower 是一款關於推理和欺騙，謊言與邏輯，謀殺與謎團的社交遊戲, 比《狼人殺》更進階。 由於有人數需求，如不夠人數，會改為桌遊聚（超過500款輕中重策遊戲）。 專業導師指導，唔識玩到識。 請先WhatsApp 6704 2789 Zen 了解詳情。

Fee 7ppl $75 4-6pm court 1 請大家遵守以 1:請大家不要在遊戲其間進行羽毛球技術指導. 2:男與女閒聊時請保持一隻手距離. 3:遊戲已例明 羽毛球等級(ab,li,i 等等), 請按照自己所屬等級參與遊戲. 4:各下參加左的活動有指定場號, 如果自行走向其他埸由我們舉辦的活動的埸地打波, 我地可能會給予警告, 請不要挑戰我們的忍耐力。 5:如果少於48小時內取消出值, 都請交出值應付之金額。 如有違反, 一律blacklist. If you join my game for first time please send me your mobile no. to confirm your spot. Tel: 97843661 Coming Please Whatsapp or message me through meetup as soon as possible if you can't come. ‧ We will be playing 21 points doubles match ‧ Strictly NO BEGINNER ‧ The event is not first come first serve, I will pick suitable players in order to balance the level of the game. So if you are not on the attending list, please don't feel being offended, thanks for understanding ‧ Cancellation policy: Cancellation deadline is 48 hours prior to the start time of the game. Cancellation past the deadline will be marked as no-show.11

**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.*

Hi Friends, I Trust you are all doing well and keeping safe! Let's plan to play Indoor Volleyball for fun and exercise meetup. We will play indoor volleyball for fun and exercise. Physical activity is involved. Cancellation details: The cancellation deadline is 48 hours prior to the start time of the game for weekdays and Wednesday for weekend games. No show or drop out without payment or delayed payment results in a permanent ban. WhatsApp the organizer at 57197742 to confirm your spot. Thanks https://wa.me/85257197742?text=Join%20sports We don't count RSVP for attendance; WhatsApp reservations only. Address- Lockhart Road Sports Centre - Arena, 10/F, Lockhart Road Municipal Services Building, 225 Hennessy Road, Wan Chai, HK Time - 1:00 pm Event fees - 40$ per person Join our badminton WhatsApp group for future event updates.WhatsApp me at 5 7 1 9 7 7 4 2 to join https://wa.me/85257197742?text=Join%20badminton%20group

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

🔥 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。」

BBQ Party on Sat (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. Wechat ID: Pandoraparties

(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

聖經討論會是以日常生活與專業議題（如人際關係、職涯發展、熱門新聞、理財、人工智能等）為基礎的基督教聖經討論。您亦可提議主題，內容信徒與否都合適。 Bible Talk is a social event based on everyday life and professional topics (such as relationships, career, popular news headlines, finance, AI…etc.) You are also welcome to suggest topics. All content will be hospitable to all backgrounds.👌 雖然主持人會援引聖經經文，但請放心，這是個安全的平台，歡迎您基於自身經驗、文化、哲學與宗教背景分享觀點。所有背景皆受歡迎且受到尊重。 Although the host will reference biblical scriptures. Please rest assured that this is a safe platform to share your perspective stemming from your experience, culture, philosophies and religions. All backgrounds are welcomed and respected. 😊 主體語言：英文（可提供中文協助） Main language: English (Chinese assistance is available)

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

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.

**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

**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