BioInformatics

Hey all, please join us for our February Edition of the Melbourne Data Eng meetup. Join us for an engaging session filled with exciting discussions and networking opportunities. Don't miss out—RSVP to secure your spot. Please reach out if you'd like to host us! 🎉 🏠 Location: Stone & Chalk Melbourne 🍕 Catering: Easygo 😊 💬 Join our Slack Group here: [Data Engineers Slack Channel](https://docs.google.com/forms/d/e/1FAIpQLSd09iTwpNulQH0b1BdslM1RzgImOGlX4WgOx6_rzvmVANwGmw/viewform) **Schedule:** \- 5\.30pm: Doors Open \- 6\.00pm: Announcements and Welcome \- 6\.10pm: 1st Talk \- 6\.40pm: 2nd Talk \- 7\.10pm: Networking \- 7\.30pm: Doors Close **Speakers:** 🎤 Anirban Roy Chowdhury, SD2 - Data engineering @ Easygo **Talk Title**: Multi tenant/region data engineering **Talk Summary**: Servicing multiple markets and challenges faced in multi-tenant architecture. **Speaker Bio**: Anirban is a versatile data professional with cross-industry expertise. Beginning his career as a software engineer at BlackRock in Delhi, India, he pursued his passion for data by relocating to Australia to earn a Master's in Data Science from Monash University. With experience spanning retail, consultancy, and real estate technology sectors, he specialise in bridging the gap between data insights and business outcomes. His work focuses on empowering organisations to implement data-driven decision-making processes that deliver measurable results. Through his practical approach to data engineering, he helped his teams to transform raw information into strategic assets that drive business growth. 🎤 Muhammad Ali, Sr. Solutions Architect at ClickHouse **Talk Title**: Engineering for Real-Time User-Facing Analytics **Talk Summary**: Building a dashboard for a dozen internal analysts is a solved problem. Building an analytical feature for a million concurrent users is an engineering nightmare. The fundamental laws of data processing change when we move analytics from the "back office" to the "front end”. In this session we will discuss engineering demands for building web facing low latency realtime analytics, and how to accomplish it without breaking the bank. **Speaker Bio**: Architecting the next generation of real-time AI workloads and observability If you'd like to **present** at future meetups, please submit your talk [here](https://dataengbytes.com/forms/meetup-talk)! Remember to bring along some great questions! See you all there...

**Do you want to inspire action, gain agreement, and make your ideas irresistible?** *At this Toastmasters meeting, our Skill Shot presenter and MC will share how to harness the power of persuasive communication—turning your words into influence that inspires, motivates, and drives results.* You’ll discover practical techniques to craft compelling arguments, engage your audience emotionally, and speak with authority and charisma. Learn how to present ideas persuasively in any setting—from the stage, to the boardroom, to one-on-one conversations—while staying authentic and confident. By the end of the meeting, you’ll be equipped with the skills to influence with integrity and make your messages resonate long after you’ve spoken. Join us tonight at Port Melbourne Toastmasters and learn how to communicate persuasively, captivate your audience, and unlock opportunities through the power of influence. 🌐 [www.portmelbournetoastmasters.org](http://www.portmelbournetoastmasters.org) 📅 **When:** 1st, 3rd, & 5th Wednesdays of the month, 7:00 PM – 9:00 PM 📍 **Where:** [Find directions here](http://5181586.toastmastersclubs.org/directions.html) *Guests, Meetup Group members, and visiting Toastmasters attend for free.* Secure your spot today! **Want to speak with confidence and connect with real impact?** Here’s your chance to overcome nerves, build your presence, and elevate your presentation skills in a supportive, growth-focused environment. Come check us out!

**Hck4G#0x13 – Trust, But Verify: Testing Cybersecurity Controls with MITRE ATT&CK** доверяй, но проверяй A cybersecurity meetup for the community, by the community. Hck4G is a not-for-profit organisation focused on disrupting the human impact of cybercrime through awareness, intervention, education, victim support and referrers and diversion. Our monthly meetup events aim to create ethical pathways, real-world skills, and building defenders communities who understand context — not just tools. *** **PLEASE REGISTER HERE!!!!** https://shorturl.at/QFPAI **About the Session** How do you know your security controls actually work? This session is designed for: * **GRC professionals** looking to move beyond tick-box compliance and Excel security questionnaires * **Security engineers** who want practical ways to validate control effectiveness * **Security leaders** responsible for assessing the performance and maturity of their organisation's risk posture * Anyone curious about threat-informed defence, MITRE ATT&CK, or how cybersecurity controls are tested in the real world The talk will explore how to apply **threat-informed defence** to test cybersecurity controls in real-world environments. Using the **Information Security Manual (ISM)** and the **MITRE ATT&CK framework**, we’ll walk through threat modelling, control selection and tailoring, and how to evaluate whether your controls genuinely mitigate common adversary tactics. The session will finish with a **hands-on small-group exercise**, where attendees will work together to threat model a scenario, select relevant ATT&CK tactics, and determine how those controls could be tested. *** ### **What You’ll Learn** * Why compliance does not equal security * How threat modelling differs across organisations and environments * How to apply ISM guidance for system hardening and procurement * How to focus on the most relevant MITRE ATT&CK tactics and techniques * An overview of Atomic Red Team techniques for servers and desktops * How to practically assess and validate control effectiveness You’ll receive a copy of the presentation, including links and resources, so you can start applying a **~~“trust, but verify”~~ "Zero-Trust"** approach in your own organisation. *** ### **🍕 Bonus** Best cyber pizzas in Melbourne, courtesy of **CyLynk**. *** ### **Event Information** **Date:** Wednesday, 18 February 2026 **Time:** 5:30 PM – 7:30 PM (AEST) **Location:** Building 80, 435–457 Swanston St, Melbourne VIC 300 **Cost:** Free (registration required) **Catering:** Food and drinks provided *** ### **Livestream Watch Parties** * Ghana (WAT+2) * Nigeria (WAT+1) Livestream links will be shared with registered attendees **24 hours before the event**. *** ### **Speaker – David Dowling** David has 18 years of experience in the IT and cybersecurity industry, beginning his career in Launceston, Tasmania, and working across Seoul, San Francisco, and now Melbourne. He holds the Certified Information Systems Security Professional (CISSP) and SABSA Chartered Foundation (SCF) certifications, along with a range of vendor certifications including Microsoft, Qualys, Netskope, and Splunk. David began his career working for SIEM, WAF, and endpoint vendors before moving into MSSP environments, and has since completed the “circle of life” by working in security accreditation and operations at a vehicle manufacturer in Geelong. This background gives him a unique perspective across vendors, service providers, and in-house security teams. Outside of work, David has teenage kids, a very active poodle named APT p00py who enjoys walkies and being bad at CTFs and serves part-time as an Artillery Forward Observer in the Australian Army Reserves. *** ### **What to Bring** * Laptop with internet access * Minimum 8GB RAM * Curiosity and a willingness to ask questions *** ### **Event Schedule** * **5:30 – 5:40 PM:** Welcome, Intro & Networking * **5:40 – 6:00 PM:** Networking & Cyber pizzas 🍕 * **6:00 – 6:45 PM:** Presentation * **6:45 – 7:00 PM:** Small-group exercise *** ### **Thanks to our Sponsors** [RMIT University](https://www.rmit.edu.au/) \- Worldclass certificates\, degrees\, Masters and Postgraduate programs\. [BridgeLynk.io](http://BridgeLynk.io) \- Attack Informed Cybersecurity Services for NFP\, SMB and Enterprise [CyLynk.com](http://CyLynk.com) \- Job\-Ready cybersecurity training led by expert coaches\.

We are also amalgamated with members from Ormond Tennis Club. Sets are organized and rotated. So come down and enjoy a relaxed social night at Ormond Tennis Club.

Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Looking for your community in Melbourne? Welcome to Lounge Asia — The premier social exclusively for Global Asians. ⚡ WHY JOIN? (Your Benefits) ✅ Find Your Tribe: Instantly connect with people who share your Asian heritage & values. ✅ Real Conversations: No loud club music. Just a relaxed vibe for genuine chats. ✅ Safe & Chill: Your "Third Place" mid-week to relax and be yourself. ⚡ WHO IS THIS FOR? * This event is exclusively for people with Asian backgrounds. * Global Asians: Living, working, or studying abroad. * Cross-Cultural: Returnees, TCKs, or Mixed Heritage. (We curate this space to share our specific shared experiences. Thank you for respecting this.) 📍 WHEN & WHERE 🗓 Date: Every 3rd Wednesday of the month ⏰ Time: From 6:00 pm 📍 Venue: Diesel Bar & Eatery (Melbourne CBD) 🚪 Entrance: Enter via Little Lonsdale St only. (No entry from inside Melbourne Central). 💰 Entry: Buy 1 Drink from the bar OR Pay $3 at the door. 🚨 HOW TO JOIN (Mandatory) 1. You MUST RSVP on this page. STRICT POLICY: No RSVP = No Entry. We check the list at the door. 2. Follow Instagram: @_lounge_asia 3. 🎁 VIP ACCESS (Founding Members) Join the VIP list for early access to our official app & special party invites. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ HOUSE RULES (Zero Tolerance) To protect our safe environment, we strictly ban: 🚫 Solicitation: No MLM, business recruitment, or poaching. 🚫 Harassment: No pickup artists or creepy behavior. Violators are removed immediately. 🌏 OUR VISION "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Members) 🌏 2026 Expansion: Tokyo, Ho Chi Minh, Cebu. ⚠️ IMPORTANT ID Required: Passport or Driver’s License (18+). Student IDs: NOT accepted. VIC Law: ID checks are required at the licensed bar. 👥 Your Host: 🎤 David – Your friendly Melbourne host! Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 メルボルンでコミュニティをお探しですか？ Lounge Asiaへようこそ — グローバル・アジア人のための最高の交流会です。 ⚡ 参加するメリット ✅ 仲間が見つかる: アジアのルーツや価値観を共有できる人とすぐにつながれます。 ✅ リアルな会話: 騒がしいクラブではありません。リラックスして会話を楽しめます。 ✅ 安心・安全: 平日の夜、素の自分でいられる「サードプレイス」です。 ⚡ 参加対象 * 本イベントは、アジアのバックグラウンドを持つ方限定です。 * Global Asians: 海外在住、勤務、留学中の方。 * Cross-Cultural: 帰国子女、TCK、ミックスの方。 (共通の経験を共有する場を作るため、ご理解をお願いいたします。) 📍 日時・場所 🗓 日程: 毎月 第3水曜日 ⏰ 時間: 6:00 pm から 📍 場所: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: Little Lonsdale St側の入り口からお入りください (Melbourne Central内からは入れません)。 💰 参加費: バーでドリンク1杯購入 または 入場料$3 🚨 参加方法 (必須) 1. このページで必ずRSVP (参加登録) をしてください。 厳格なルール: RSVPがない場合は入場できません。入り口でリストを確認します。 2. Instagramをフォロー: @_lounge_asia 3. 🎁 VIPアクセス (創設メンバー) 公式アプリの先行アクセスと特別パーティーへの招待を受け取るには、VIPリストに登録してください。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ ハウスルール (ゼロ・トレランス) 安全な環境を守るため、以下を厳禁とします。 🚫 勧誘行為: MLM、ビジネス勧誘、引き抜きは禁止です。 🚫 迷惑行為: ナンパ、不快な行動は禁止です。 違反者は即座に退場となります。 🌏 私たちのビジョン "Connecting Asia & The World" 🇦🇺 オーストラリア: ブリスベン、シドニー、メルボルン (メンバー1,500名以上) 🌏 2026年展開: 東京、ホーチミン、セブ ⚠️ 重要 ID必須: パスポートまたは運転免許証 (18歳以上)。 学生証: 不可。 👥 ホスト: 🎤 David (メルボルン担当) Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 正在墨爾本尋找屬於你的社群嗎？ 歡迎來到 Lounge Asia — 專為全球亞裔打造的優質社交圈。 ⚡ 為什麼要參加？ (你的收穫) ✅ 找到歸屬感: 立即連結擁有相同亞洲背景與價值觀的朋友。 ✅ 真誠對話: 這裡沒有吵雜的夜店音樂，只有輕鬆交流的氛圍。 ✅ 安全放鬆: 週間放鬆身心的「第三空間」，讓你做回真實的自己。 ⚡ 適合誰參加？ * 本活動專為擁有亞洲背景的人士舉辦。 * Global Asians: 在海外生活、工作或求學的亞裔。 * Cross-Cultural: 海歸派、TCK 或擁有混合文化背景者。 (為了分享共同的經歷，我們特別規劃此專屬空間，感謝您的理解。) 📍 時間與地點 🗓 日期: 每月的第三個星期三 ⏰ 時間: 6:00 pm 開始 📍 地點: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: 請務必從 Little Lonsdale St 入口進入 (無法從 Melbourne Central 內部進入)。 💰 費用: 購買一杯飲料 或 支付 $3 入場費 🚨 如何參加 (必須遵守) 1. 你必須在此頁面報名 (RSVP)。 嚴格執行: 無報名 = 無法入場。我們將在門口核對名單。 2. 追蹤 Instagram: @_lounge_asia 🎁 VIP 會員 (創始成員) 加入 VIP 名單，搶先體驗我們的官方 App 及獲得特別派對邀請。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 規範 (零容忍政策) 為了維護安全的環境，我們嚴禁： 🚫 推銷招攬: 禁止直銷 (MLM)、商業招攬或挖角。 🚫 騷擾行為: 禁止搭訕騷擾或任何令人不適的行為。 違規者將被立即請離。 🌏 我們的願景 "Connecting Asia & The World" 🇦🇺 澳洲: 布里斯本、雪梨、墨爾本 (成員超過1,500人) 🌏 2026年擴展: 東京、胡志明市、宿霧。 ⚠️ 重要事項 必須出示 ID: 護照或駕照 (須滿18歲)。 學生證: 不接受。 👥 主辦人: 🎤 David (墨爾本負責人) Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 멜버른에서 커뮤니티를 찾고 있나요? Lounge Asia에 오신 것을 환영합니다 — 글로벌 아시안을 위한 프리미엄 소셜 모임입니다. ⚡ 참여해야 하는 이유 (혜택) ✅ 공감대 형성: 아시아의 문화적 배경과 가치관을 공유하는 사람들과 즉시 연결됩니다. ✅ 진솔한 대화: 시끄러운 클럽 음악이 아닙니다. 편안한 분위기에서 진짜 대화를 나누세요. ✅ 안전과 휴식: 주중의 피로를 풀고 온전한 나로 돌아갈 수 있는 '제3의 공간'입니다. ⚡ 참여 대상 * 본 이벤트는 아시아 배경을 가진 분들만을 대상으로 합니다. * Global Asians: 해외 거주, 근무, 유학 중인 아시아인. * Cross-Cultural: 귀국 유학생, TCK, 또는 다문화 배경을 가진 분. (공통의 경험을 나누기 위한 자리이므로, 이 점 양해 부탁드립니다.) 📍 일시 및 장소 🗓 날짜: 매월 셋째 주 수요일 ⏰ 시간: 6:00 pm 부터 📍 장소: Diesel Bar & Eatery (Melbourne CBD) 🚪 입구: 반드시 Little Lonsdale St 쪽 입구로 입장해주세요 (Melbourne Central 내부 연결 불가). 💰 비용: 바에서 음료 1잔 구매 또는 입장료 $3 🚨 참여 방법 (필수) 1. 이 페이지에서 반드시 RSVP(참가 신청)를 해야 합니다. 엄격한 규칙: RSVP 없음 = 입장 불가. 입구에서 명단을 확인합니다. 2. Instagram 팔로우: @_lounge_asia 🎁 VIP 멤버 (창립 멤버) VIP 리스트에 등록하고 공식 앱 조기 사용 권한과 특별 파티 초대장을 받으세요. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 운영 규칙 (무관용 원칙) 안전한 환경을 위해 다음을 엄격히 금지합니다: 🚫 영업 금지: 다단계(MLM), 비즈니스 권유, 스카우트 행위 금지. 🚫 괴롭힘 금지: 헌팅 목적이나 불쾌한 행동 금지. 위반 시 즉시 퇴장 조치됩니다. 🌏 우리의 비전 "Connecting Asia & The World" 🇦🇺 호주: 브리즈번, 시드니, 멜버른 (멤버 1,500명 돌파) 🌏 2026년 확장: 도쿄, 호치민, 세부. ⚠️ 중요 사항 신분증 필수: 여권 또는 운전면허증 (18세 이상). 학생증: 불가. 👥 호스트: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 正在墨尔本寻找属于你的社群吗？ 欢迎来到 Lounge Asia — 专为全球亚裔打造的优质社交圈。 ⚡ 为什么要参加？ (你的收获) ✅ 找到归属感: 立即连接拥有相同亚洲背景与价值观的朋友。 ✅ 真诚对话: 这里没有嘈杂的夜店音乐，只有轻松交流的氛围。 ✅ 安全放松: 周间放松身心的“第三空间”，让你做回真实的自己。 ⚡ 适合谁参加？ 本活动专为拥有亚洲背景的人士举办。 Global Asians: 在海外生活、工作或求学的亚裔。 Cross-Cultural: 海归派、TCK 或拥有混合文化背景者。 (为了分享共同的经历，我们特别规划此专属空间，感谢您的理解。) 📍 时间与地点 🗓 日期: 每月的第三个星期三 ⏰ 时间: 6:00 pm 开始 📍 地点: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: 请务必从 Little Lonsdale St 入口进入 (无法从 Melbourne Central 内部进入)。 💰 费用: 购买一杯饮料 或 支付 $3 入场费 🚨 如何参加 (必须遵守) 1. 你必须在此页面报名 (RSVP)。 严格执行: 无报名 = 无法入场。我们将在门口核对名单。 2. 关注 Instagram: @_lounge_asia 🎁 VIP 会员 (创始成员) 加入 VIP 名单，抢先体验我们的官方 App 及获得特别派对邀请。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 规范 (零容忍政策) 为了维护安全的环境，我们严禁： 🚫 推销招揽: 禁止传销 (MLM)、商业招揽或挖角。 🚫 骚扰行为: 禁止搭讪骚扰或任何令人不适的行为。 违规者将被立即请离。 🌏 我们的愿景 "Connecting Asia & The World" 🇦🇺 澳洲: 布里斯班、悉尼、墨尔本 (成员超过1,500人) 🌏 2026年扩展: 东京、胡志明市、宿务。 ⚠️ 重要事项 必须出示 ID: 护照或驾照 (须满18岁)。 学生证: 不接受。 👥 主办人: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Bạn đang tìm kiếm cộng đồng tại Melbourne? Chào mừng đến với Lounge Asia — Cộng đồng hàng đầu dành riêng cho Global Asians. ⚡ TẠI SAO NÊN THAM GIA? (Lợi ích của bạn) ✅ Tìm thấy sự thuộc về: Kết nối ngay lập tức với những người chia sẻ di sản và giá trị Á Đông. ✅ Trò chuyện chân thực: Không ồn ào như vũ trường. Một không gian thư giãn để trò chuyện thật sự. ✅ An toàn & Thoải mái: "Không gian thứ ba" giữa tuần để thư giãn và là chính mình. ⚡ DÀNH CHO AI? Sự kiện này chỉ dành riêng cho những người có nguồn gốc Châu Á. Global Asians: Đang sống, làm việc hoặc học tập ở nước ngoài. Đa văn hóa: Du học sinh về nước, TCK, hoặc người có dòng máu lai. (Chúng tôi tạo ra không gian này để chia sẻ những trải nghiệm chung cụ thể. Cảm ơn bạn đã tôn trọng điều này.) 📍 THỜI GIAN & ĐỊA ĐIỂM 🗓 Ngày: Thứ Tư tuần thứ 3 hàng tháng ⏰ Thời gian: Từ 6:00 pm 📍 Địa điểm: Diesel Bar & Eatery (Melbourne CBD) 🚪 Lối vào: Vui lòng chỉ vào từ đường Little Lonsdale St (Không có lối vào từ bên trong Melbourne Central). 💰 Vào cửa: Mua 1 đồ uống tại quầy HOẶC Trả $3 tại cửa. 🚨 CÁCH THAM GIA (Bắt buộc) 1. Bạn PHẢI đăng ký (RSVP) trên trang này. CHÍNH SÁCH NGHIÊM NGẶT: Không RSVP = Không vào cửa. Chúng tôi kiểm tra danh sách tại cửa. 2. Theo dõi Instagram: @_lounge_asia 🎁 THÀNH VIÊN VIP (Sáng lập) Tham gia danh sách VIP để truy cập sớm ứng dụng chính thức & nhận vé mời tiệc đặc biệt. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ NỘI QUY (Không khoan nhượng) Để bảo vệ môi trường an toàn, chúng tôi nghiêm cấm: 🚫 Chèo kéo: Cấm đa cấp (MLM), tuyển dụng kinh doanh, hoặc lôi kéo. 🚫 Quấy rối: Cấm tán tỉnh làm phiền hoặc hành vi khiếm nhã. Người vi phạm sẽ bị mời ra ngay lập tức. 🌏 TẦM NHÌN CỦA CHÚNG TÔI "Connecting Asia & The World" 🇦🇺 Úc: Brisbane, Sydney, Melbourne (Hơn 1,500 thành viên) 🌏 Mở rộng 2026: Tokyo, TP.HCM, Cebu. ⚠️ QUAN TRỌNG Yêu cầu giấy tờ: Hộ chiếu hoặc Bằng lái xe (18+). Thẻ sinh viên: KHÔNG được chấp nhận. 👥 Chủ nhà của bạn: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Naghahanap ka ba ng iyong komunidad sa Melbourne? Welcome sa Lounge Asia — Ang premier social na eksklusibo para sa Global Asians. ⚡ BAKIT DAPAT SUMALI? (Ang iyong Benepisyo) ✅ Find Your Tribe: Agad na kumonekta sa mga taong kapareho mo ng Asian heritage at values. ✅ Real Conversations: Hindi maingay na club. Relaxed na vibe para sa totoong kwentuhan. ✅ Safe & Chill: Ang iyong "Third Place" sa kalagitnaan ng linggo para mag-relax. ⚡ PARA KANINO ITO? Ang event na ito ay eksklusibo para sa mga taong may Asian background. Global Asians: Nakatira, nagtatrabaho, o nag-aaral sa ibang bansa. Cross-Cultural: Returnees, TCKs, o Mixed Heritage. (Ginawa namin ang space na ito para maibahagi ang aming shared experiences. Salamat sa pagrespeto nito.) 📍 KAILAN AT SAAN 🗓 Petsa: Tuwing ika-3 Miyerkules ng buwan ⏰ Oras: Mula 6:00 pm 📍 Venue: Diesel Bar & Eatery (Melbourne CBD) 🚪 Entrance: Pumasok sa Little Lonsdale St lamang (Walang entry mula sa loob ng Melbourne Central). 💰 Entry: Bumili ng 1 Drink sa bar O Magbayad ng $3 sa pinto. 🚨 PAANO SUMALI (Mandatory) 1. KAILANGAN mong mag-RSVP sa page na ito. MAHIGPIT NA PATAKARAN: Walang RSVP = Hindi Makakapasok. Tinitingnan namin ang listahan sa pinto. 2. I-follow ang Instagram: @_lounge_asia 🎁 VIP ACCESS (Founding Members) Sumali sa VIP list para sa early access sa aming official app & special party invites. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ HOUSE RULES (Zero Tolerance) Para maprotektahan ang aming safe environment, mahigpit naming ipinagbabawal: 🚫 Solicitation: Bawal ang MLM, business recruitment, o poaching. 🚫 Harassment: Bawal ang pambabastos o creepy behavior. Ang mga lalabag ay tatanggalin agad. 🌏 ANG AMING BISYON "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Members) 🌏 2026 Expansion: Tokyo, Ho Chi Minh, Cebu. ⚠️ MAHALAGA ID Required: Passport o Driver’s License (18+). Student IDs: HINDI tinatanggap. 👥 Ang iyong Host: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Mencari komuniti anda di Melbourne? Selamat Datang ke Lounge Asia — Sosial premier eksklusif untuk Global Asians. ⚡ KENAPA SERTAI? (Manfaat Anda) ✅ Cari Geng Anda: Berhubung segera dengan orang yang berkongsi warisan & nilai Asia anda. ✅ Perbualan Sebenar: Bukan muzik kelab yang bising. Suasana santai untuk borak sebenar. ✅ Selamat & Santai: "Tempat Ketiga" anda pada pertengahan minggu untuk berehat. ⚡ UNTUK SIAPA? Acara ini adalah eksklusif untuk mereka yang berlatarbelakangkan Asia. Global Asians: Tinggal, bekerja, atau belajar di luar negara. Silang Budaya: Mereka yang kembali, TCK, atau Warisan Campuran. (Kami menyediakan ruang ini untuk berkongsi pengalaman bersama. Terima kasih kerana menghormatinya.) 📍 BILA & DI MANA 🗓 Tarikh: Setiap Rabu ke-3 setiap bulan ⏰ Masa: Dari 6:00 pm 📍 Lokasi: Diesel Bar & Eatery (Melbourne CBD) 🚪 Pintu Masuk: Sila masuk melalui Little Lonsdale St sahaja (Tiada laluan masuk dari dalam Melbourne Central). 💰 Masuk: Beli 1 Minuman dari bar ATAU Bayar $3 di pintu. 🚨 CARA MENYERTAI (Wajib) 1. Anda MESTI RSVP di halaman ini. POLISI KETAT: Tiada RSVP = Tiada Masuk. Kami semak senarai di pintu. 2. Ikuti Instagram: @_lounge_asia 🎁 AKSES VIP (Ahli Pengasas) Sertai senarai VIP untuk akses awal ke aplikasi rasmi kami & jemputan parti khas. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ PERATURAN RUMAH (Toleransi Sifar) Untuk melindungi persekitaran selamat kami, kami melarang keras: 🚫 Solicitation: Tiada MLM, perekrutan perniagaan, atau curi tenaga kerja. 🚫 Gangguan: Tiada gangguan seksual atau kelakuan yang tidak menyenangkan. Pelanggar akan dikeluarkan serta-merta. 🌏 VISI KAMI "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Ahli) 🌏 Pengembangan 2026: Tokyo, Ho Chi Minh, Cebu. ⚠️ PENTING ID Diperlukan: Pasport atau Lesen Memandu (18+). ID Pelajar: TIDAK diterima. 👥 Hos Anda: 🎤 David

The Naarm Solarpunk Meetup presents this special event to kick-off 2026. Our two speakers will take you through the high hopes that many of us had for the impact of the web on society, and the reality of corporate enshittified platforms that are destroying our ability to connect with our communities while building every more polluting data-centers. Please join us for an interesting evening as we walk through these ideas and meet like-minded people who care about using technology in service of **Sustainable**, **Resilient** and **Just** futures. **Reclaiming the Open Web** [Milly Schmidt](https://www.millyschmidt.me/) In the 2000s, a generation of nerds got online and found a wonderful place where you could learn to code, make things, share your art, be part of communities and feel welcomed. We blogged, we vlogged, we shared, we posted, we followed and we were followed. We found a beautiful world where we could connect with our friends and make new ones, all across the globe, and find the people who liked the same things we liked and feel less alone. We signed up for platform after platform, excited about the promise of a hyper-personalised web, where we would see recommendations and content based on our specific interests. We knew there might be some risks, but we thought it was worth it. In the 20 years or so since then, things have changed. The platforms that once connected us have mutated, transformed under a grim late capitalist ethos to be not just extractive, but no longer even for us. How do we get out of this mess? How do we find our way back to the promises of the early web, where we could connect with communities, friends and family, find joy and creativity and learning? And more importantly, what principles should we hold to ensure we don't make these mistakes again? **Neighbourhood-First Software** [Jade Ambrose](https://jade.hopepunk.me/) A vibrant ecosystem of open-source alternatives to big tech walled gardens is a critical part of building the free and open internet that we want, but technical requirements mean that this software is often only run by a small group of skilled enthusiasts. Neighbourhood-First software is hosted in cycling distance of your house, by volunteers in your local community, for the benefit of those less technical. In this talk, Jade will present a manifesto of Neighbourhood-First software, and discuss how it can help support local-first software, the Fediverse, and other key open source initiatives while also providing local resilience in an age of climate uncertainty. \-\-\- These talks were both previously given at Everything Open 2026, and don't require technical knowledge. We will provide some plant-based nibbles. Probably not enough for dinner, please feel free to bring anything of your own that you'd like to eat. This event will be hosted on the stolen, unceeded lands of the Wurundjeri people of the Kulin Nation. **Always was, always will be, Aboriginal land.** **Accessibility info:** Balam Balam place is wheelchair accessible via lift. Wide corridors and accessible toilets are situated on each level. The grounds are entirely accessible via flat concrete paths and ramps. Mask wearing is very welcome. Our speakers will be unmasked while presenting. Please let us know if there's anything we can do to help you feel more able to attend this event.

Please register for this event [here](https://factorhouse.io/events/melbourne-workshop-building-resilient-event-driven-systems-with-kafka-and-flink). **Go beyond theory and build a production-ready event stream** Join us for a practitioner-led, hands-on workshop where you'll design, build, and operate a complete real-time operational system from the ground up. We're teaming up with NetApp Instaclustr and Ververica to run this intensive half-day workshop. **What You'll Build** A resilient, real-time operational backbone powered by a Quarkus API, Kafka Streams, Apache Kafka®, and Apache Flink®. You'll implement a stateful order processing and inventory management system that processes live events in real time, the kind of critical infrastructure that powers payment processing, fleet coordination, inventory systems, and customer-facing applications across industries. **Two Architectural Patterns, One Mission** You'll implement and contrast two powerful approaches to building event-driven systems: **\- Pattern 1: Direct Event Publishing** Build a pipeline where the API writes events directly to Kafka, with a Flink job managing downstream state. Experience the challenges of application-level dual writes in real time. **\- Pattern 2: Change Data Capture \(CDC\)** Refactor for resilience by capturing database changes with CDC. Your API simplifies to database-only writes while Flink handles event publishing, demonstrating how CDC decouples applications from event pipelines and creates more robust data flows. **Operate With Confidence** Integrate **Kpow** and **Flex** to gain deep visibility into your Kafka and Flink data flows. You'll learn how to make your streaming systems more observable, accessible, and operationally efficient, skills that translate directly to production environments. **Who Should Attend** Software and data engineers, platform/SRE teams, and architects adopting streaming and event-driven architectures. Whether you're building payment systems, logistics platforms, or real-time analytics, this workshop gives you practical experience choosing the right patterns for your workloads. **Please note:** Spots are limited and attendees in engineering roles will be prioritised to ensure an optimal hands-on learning environment.

Join us for a reformer Pilates session that brings people together through movement. This class focuses on controlled, strength-based exercises performed in a continuous flow, keeping the whole group moving and engaged. You’ll build strength, improve stability, and move with intention alongside others, creating a shared rhythm in the room. It’s a space to challenge your body, feel supported, and enjoy the energy of moving together.

Starting the year with exciting topic: * **Topic:** Event Streaming with GCP DataFlow * **Date:** Thursday 19th February 2026 at 6.00 pm - 8.00 pm * **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm * **Presentation Time**: 6.30 pm - 7.20 pm *(includes welcome, presentation 30 mins & community marketplace)* * **Location:** Fabric Group, Level 9, 446 Collins Street, Melbourne VIC 3000 * **Ticket:** Free of cost, however, registrations and RSVP are required! * **Sponsor:** Fabric Group, Thoughtworks **Event Streaming with GCP DataFlow** Learn about real time event streaming using GCP stack! This scalable event consolidation service orchestrates the real-time processing of millions of distributed data points into unified events. Built on GCP Dataflow and Pub/Sub, the architecture ensures high-throughput stream processing and seamless data synthesis for complex, distributed environments. ### **About The Speaker** *Abhishek is a Lead Software Engineer at Fabric Group with over 10 years of industry experience. He has worked extensively on data engineering problems, building ETL solutions and scalable event-driven systems. His interests include infrastructure automation and designing cloud-native solutions on AWS and Google Cloud.*

Join us for a reformer Pilates session that brings people together through movement. This class focuses on controlled, strength-based exercises performed in a continuous flow, keeping the whole group moving and engaged. You’ll build strength, improve stability, and move with intention alongside others, creating a shared rhythm in the room. It’s a space to challenge your body, feel supported, and enjoy the energy of moving together.

Physio-Led Pilates for a Cause 🌿🧘‍♀️ Take a moment for yourself, move your body, and make a difference! For just $8, you’ll be supporting mental health awareness, helping create a community where well-being and connection matter 🌱 Gemma, physiotherapist and founder of Micromovements, will guide you through a safe, mindful outdoor Pilates session that nurtures both body and mind. Every stretch, every breath, every movement contributes to something bigger — a chance to care for yourself and others. Join us, move with intention, and be part of this meaningful initiative💪 *please bring your own mat :))

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** ## [Register Here](https://www.eventbrite.com.au/e/feb-22-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1981547271230?aff=oddtdtcreator) 📅 **Date:** Sunday, 22 February 🕘 **Time:** 10:00 AM – 11:30 AM (please arrive by 9:45 AM) 📍 **Meeting Point:** Royal Botanic Gardens Visitor Centre 🏃 **Route:** TAN Track loop through the Royal Botanic Gardens 📏 **Distance:** Approx. 3–4 km (relaxed social pace) Or Walk 🎽 **Dress Code:** Comfortable activewear or casual running clothes ## **About the Event** Looking to meet new people, get active, and enjoy great company — without the pressure of a dating event? The **Kismetrix Singles Social Run or Walk + Coffee** is a relaxed, feel-good experience for singles who enjoy movement, nature, and meaningful conversation in a warm, welcoming environment. We’ll run at an easy, conversational pace around the iconic **TAN Track**, giving you plenty of chances to chat, laugh, and connect with different people along the way. There’s no racing, no awkward icebreakers — just a friendly group of singles sharing a beautiful morning together. After the run, we’ll walk back as a group and enjoy **optional coffee and mingling at the Visitor Centre café**, where conversations can continue naturally and comfortably. Many guests tell us these events feel more like meeting new friends — with a spark of something extra. ## **Who It’s For** ✨ Singles who want to meet people offline ✨ Adults 18+ across a wide range of ages (20s to 60s+) ✨ People who enjoy light running, jogging, or active social experiences ✨ Anyone looking for community, confidence, and connection **Singles only. Adults only. No children or dogs.** This helps keep the space relaxed, focused, and socially comfortable for everyone. ## **What to Bring** * Water bottle * Comfortable running or walking shoes * Sunscreen / hat * Light jacket (weather can change) * Positive energy and an open heart 💛 ## 🎟️ **[Tickets & Community Support](https://www.eventbrite.com.au/e/feb-22-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1981547271230?aff=oddtdtcreator)** This is a **free community event**, with **optional donations** to support the Kismetrix community. While many of our curated singles events are ticketed, this run is part of our **open community series**, created to make connection, movement, and belonging accessible to everyone. Your support helps Kismetrix continue building safe, welcoming spaces where real human connection can grow — romantically or platonically. ### **Hosted by:** **Kismetrix \| True Connection** Because real love starts with real connection. ### **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **[social@kismetrix.com.au]()** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 **Follow us on Instagram:** [https://www.instagram.com/kismetrix_/](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") **, Facebook & Eventbrite** 🤝 **Collaborations: [collabs@kismetrix.com.au]()** ### **📄 Important Notice** By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. Some events may be non\-refundable as stated in their individual descriptions\.

Join link: [https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF](https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF "Meeting join") **Details** Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts **Agenda:** 5:30PM - 6:00PM Welcome and Networking 6:00PM - 7:00PM Speaker Session **Topic:** From Bronze to Gold: A Practical Testing Strategy for Microsoft Fabric **THE SPEAKER -** Mikhail Koptelov **THE SESSION** Testing in Microsoft Fabric requires different strategies depending on where your logic lives. In this talk, we explore how to apply unit and contract testing across the Fabric stack: * Pipeline unit tests for reliable orchestration and data movement * Python notebook testing using both notebook-first and package-first approaches * SQL contract testing to ensure downstream dependencies remain stable By the end, you’ll have a practical blueprint for building robust, testable Fabric workloads from Bronze to Gold. **Pre-requisites**: Basic understanding of Fabric and python **Sponsors:** **Vivanti** A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees. **Sirius Technology (https://www.siriuspeople.com.au/)** A big thank also to our co-sponsor, Sirius Technology, for their ongoing support of our Meetup and providing us with food for each event. Sirius Technology recruits across all Technology Disciplines from Development (Front and back-end), Testing, Network, and Security, Project Services (PM's, BA's, Project Coordinators) & Data - across all technology stacks. **The Power BI Developer Checklist** You can download Greg's Power BI developer checklist here: [Power BI Report Development Checklist](https://www.dearwatson.net.au/checklist)

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

**Understanding the Columbus Housing Market: Let’s Talk Downsizing for Seniors** Understanding the Market to Make Your Best Move Yet Thinking about downsizing or helping a parent prepare for a move? Join us for a friendly, educational seminar designed specifically for seniors in Central Ohio. We’ll break down what’s happening in today’s Columbus housing market, explore timing and planning for downsizing, and discuss easy ways to prepare a longtime home for sale—without overwhelm. You’ll also learn about low‑maintenance housing options, financial considerations, and simple steps to make your next move smooth and stress‑free. This is a relaxed, no‑pressure event where you can ask questions and get practical advice tailored to seniors and their families. Hosted by: Katie McCartney, Broker & Senior Real Estate Specialist® (SRES)

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

Join Neurospicy Columbus at the Stauff's for coffee and then a stroll through the Book Loft nearby! This will be a friendly chat for like minded individuals with Autism and/or ADHD (or somewhere on the Neurodiverse Spectra).

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/