Oracle Database Administration

**✨ Learn Real Magic in Just 1 Hour ✨** No experience? No problem. No long-term commitment? Even better. **Institute of Illusions** at Orchard Towers invites you to our **Magic Drop-In Classes** – a fun, hands-on way to learn professional magic tricks you can perform immediately. *** **🎩 WHAT YOU'LL LEARN** • **Cards** – Classic sleights, forces, and reveals • **Coins** – Vanishes, productions, and palm techniques • **Mentalism** – Mind-reading effects that fool anyone Choose your focus each session. No two classes are the same. *** **📍 EVENT DETAILS** **Where:** Orchard Towers, Singapore (exact unit provided upon RSVP) **Duration:** 1 hour **Price:** $39 per session **Props:** All materials provided **Skill Level:** Absolute beginner to intermediate *** **💡 WHY DROP IN?** • No membership required • Pay per session – come when you can • Learn at your own pace • Meet fellow magic enthusiasts *** **📅 HOW TO JOIN** 1. RSVP here on Meetup 2. You'll receive a confirmation with available time slots 3. Choose your preferred day/time 4. Show up and learn magic 5. First Time Visit for only SGD$2. *** **👤 ABOUT YOUR INSTRUCTOR** Classes are led by trained magicians from the Institute of Illusions – Singapore's home for modern magic education. *** **❓ QUESTIONS?** Message me through Meetup or reply to your confirmation email. **See you at Orchard Towers. 🎩✨**

Capacity of event is number of tables X 4. Having a waitlist does not mean event is full. It is for me to prioritize people as per the following clause: *Priority is given to regulars, past attendees, intermediate and above level players, players who have their private message function switched on and people whom I have met before. If I am unable to contact you, I cannot ask for your availability and skill level etc and you will be stuck in the waitlist forever and ever.* This is to ensure that the skill level of players are decent and to eliminate no shows. • Find us at the following tables in bishan sports hall.. 1,2,3,4 Ensure you are feeling well before taking part. Do not attend if you are not feeling well. *NO GATECRASHING! • Do bring your own bat. Balls would be provided. - By participating in this event, you agree that the organizer shall not be held liable to any injuries or damages sustained by you as a result of taking part of this event. • If for some reason you aren't able to make it on that day, please update your status to "Not Going" at least one day in advance. The earlier you update your status, the easier it is for me to find a replacement. \*\*\*\*\*NOTE: FOR THOSE WHO HAD RSVP BUT 1. DID NOT TURNED UP ON THE DAY OR 2. DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR 3. DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT, ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE BLACKLISTED. 1. REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP. \*\*\*\*\*\* Any questions, please feel free to drop me (John Tenergy) a message. Cheers

A warm welcome to **JB City Toastmasters Club**, where we practise public speaking, leadership, build confidence, and support each other’s growth. **Located strategically at** J**B city center**, we welcome members from many walks of life, from students to professionals to retirees, we share one goal: becoming better communicators, and uplift each other to become one. **Membership benefits:** \- Practical training ground for public speaking and presentation \- Receive constructive feedback on speeches for growth \- Mentorship program for new members \- Opportunity to lead a team\, be a mentor to members \- Network with club members\, and other Toastmasters members in Johor Bahru Curious? Join us for a meeting and see what it is all about. 😉 💛 𝐑𝐒𝐕𝐏 : https://bit.ly/JBCITY-GuestRegister 💛 𝐖𝐡𝐚𝐭𝐬𝐀𝐩𝐩 𝐮𝐬 𝐟𝐨𝐫 𝐝𝐞𝐭𝐚𝐢𝐥𝐬 : https://wa.link/2x0m18 🗓️ Save our events to your calendar : https://shorturl.at/SWcVS

**Thunder Pong 雷攻乒乓 Monday Table Tennis – Intermediate & Above** **(7:00 PM – 10:00 PM | 3 Hours)** Join us at **Thunder Pong** for a structured and competitive table tennis session catered for intermediate-level and above players. Suitable for players who enjoy competitive rallies, consistent match play, and pushing their game to the next level. **Skill Level** Open to intermediate-level and above players who can sustain good rallies and serve consistently. Participants should have a basic understanding of the game rules and maintain fair play and sportsmanship. **What to Bring** • Your own table tennis racket • Tables & balls provided (Nittaku / DFish / DHS 3⭐ 40+) **Venue** • High-grade 7mm ITTF-approved flooring • Fully air-conditioned **Important Rules** • ⏰ Session runs 7:00 PM – 10:00 PM • 👟 Indoor court shoes only 🚫 Running / track / outdoor shoes / slippers NOT allowed • 🍴 No eating in playing area • Play responsibly — any damage to venue/equipment is chargeable **RSVP & Payment** • $9 per session | PayNow only • Join waitlist to indicate interest • Once moved to RSVP (Going), payment must be made at least 48 hours before session • Unpaid slots may be released to the waitlist • Maximum 8 players per session If you have any questions, feel free to contact me directly. Let’s enjoy a competitive yet friendly TT session — sharpening skills, challenging ourselves, and making new friends 🏓 **Disclaimer** Participation is voluntary and at your own risk. Thunder Pong is not liable for injuries, damages, or losses. Players confirm they are medically fit, agree to sportsmanlike conduct, are responsible for personal belongings, and consent to photos/videos for promotional use.

Join me on Tuesday mornings for a hatha yoga class at Botanic Gardens to unwind, stretch, & breathe in the fresh air. Small class size. Hi! I'm Karyn. I organise this small group Hatha Outdoor yoga class for beginners at Singapore Botanic Gardens. Find me at [Lalang Life](https://www.lalanglife.sg/?utm_source=meetup&utm_medium=listing&utm_campaign=meetupevent) IG [@lalanglifesg](https://www.instagram.com/lalanglifesg/) (a collective of yoga instructors for private yoga sessions at home/your preferred location). **Small Group Outdoor Hatha Yoga Class at Singapore Botanic Gardens** *Perfect for beginners who want to start their yoga journey in a* UNESCO World Heritage setting. **What You'll Experience:** This is an intimate outdoor hatha yoga class for *newcomers to yoga* and those seeking *a gentle introduction to mindful practice*. With class size **capped at just 4 participants**, you'll receive personalised attention while enjoying the tranquil environment of the Singapore Botanic Gardens. **Who This Class Is For:** * Complete beginners who have never tried yoga before * Busy professionals looking for stress relief in nature * Anyone intimidated by large studio classes who prefers small group settings * Nature lovers who want to combine outdoor time with wellness practice **What Each Session Includes:** * Breathing exercises to ground yourself, centre your mind and be ready for the practice * Gentle loosening and warm-up exercises that prepare your body safely for yoga poses (asanas) * Beginner-friendly yoga asanas (poses) taught with clear, step-by-step guidance * Relaxation and pranayama (breathing techniques) to end your practice **Why Choose Outdoor Yoga at Singapore Botanic Gardens** * Enhanced mental well-being: Studies show that being in green spaces reduces stress * Fresh air & sunshine benefits: Outdoor practice improves oxygen flow and energy levels * Small group: Maximum 4 participants ensures individual attention Meetup collects payment in USD. If you will like to pay in SGD, sign up on [Eventbrite](https://www.eventbrite.com/cc/outdoor-yoga-for-beginners-3548139?utm-campaign=social&utm-content=creatorshare&utm-medium=discovery&utm-term=odclsxcollection&utm-source=cp&aff=escb) (SGD20) or DM for paynow payment. Payment to me made by 5pm the day before. **Things to bring:** * ***Yoga mat*** * A small towel * Water * Optional ground sheet/picnic mat or large garbage bag. We may practise on the grass. If you might be uncomfortable laying your yoga mat over the grass (which tends to be damp), do bring something to place under your mat. * Insect repellent will be a good idea **Location** **Meeting point.** We'll meet at the open lawn where the **Bougainvilleas and Bamboo collection** is. Look out for my *yellow* bag. * If you are coming from the **Botanic Gardens MRT Exit A** (circle line), (1) enter the gate then walk through Trellis Garden. (2) Take the middle path. (3) Turn right once exiting Trellis Garden. (4) Look out for the bamboo trees. Then walk on the stone path. (5) You should see the open lawn with bougainvilleas. (6) Look out for my Yellow bag. * If driving, the nearest carpark is near Melati Gate. Google map: [https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6](https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6) **Note: In case of rain or otherwise, the session shall be cancelled and not proceed. I will try my best to inform you of such cancellation via your registered email at least 45 minutes before the session. I appreciate your understanding on this. Your fee will be refunded if the class is cancelled due to rain.** **Release and waiver of liability** By your getting a ticket to this event, you: \- consent to the voluntary participation in the yoga session conducted by the organiser; \- understand that you should consult a physician before participating in the yoga session;\- recognise that it is your responsibility to notify the organiser of any serious illness or injury before the yoga session; \- will not perform any postures to the extent of strain or pain; \- assume full responsibility for any risks\, injuries\, or damages\, known or unknown\, which I might incur because of the yoga session; \- knowingly\, voluntarily\, and expressly waive any claim you may have against the organiser\, for injury or damages that you may sustain because of participating in the yoga session\. **Photography/videography** Photos and/or videos may be taken during the class. The photos/videos may be put up in the public domain for publicity purposes. If you do not wish to have your photo/video used, please inform me during the class.

You are warmly invited to an intimate dinner gathering created for **individuals who value meaningful connection, thoughtful conversation, and shared experiences.** This evening offers a relaxed yet refined space to meet new faces, exchange stories, and connect across different walks of life. Designed for those who enjoy good food, warm company, and purposeful conversations, this gathering is an opportunity to expand your social circle beyond work and everyday routines. Come together with like-minded people to reflect, connect, and build lasting friendships over a shared table. We look forward to welcoming you to **The Social Table**, where meaningful connections begin. **Location:** Lau Pa Sat - Food Folks (seatings will be in the air-conditioned area) **Attendance Policy** * Attendance is limited. If the event is full, please join the waitlist. * If you are on the waitlist, please wait for confirmation before showing up. * Walk-ins without confirmation may be turned away, even if there appears to be space. This helps us honor those who registered properly and maintain the quality of the experience. **Note:** **The Social Table is a curated community rooted in authenticity, respect, and genuine connection.** While you are welcome to exchange contacts, we encourage you to do so at your own comfort and discretion.

A warm welcome to **JB City Toastmasters Club,** where we practise public speaking, leadership, build confidence, and support each other’s growth. **Located strategically at JB city center,** we welcome members from many walks of life, from students to professionals to retirees, we share one goal: becoming better communicators, and uplift each other to become one. **Membership benefits:** \- Practical training ground for public speaking and presentation \- Receive constructive feedback on speeches for growth \- Mentorship program for new members \- Opportunity to lead a team\, be a mentor to members \- Network with club members\, and other Toastmasters members in Johor Bahru Curious? Join us for a meeting and see what it is all about. 😉 💛 𝐑𝐒𝐕𝐏 : http://bit.ly/JBCITY-GuestRegister 💛 𝐖𝐡𝐚𝐭𝐬𝐀𝐩𝐩 𝐮𝐬 𝐟𝐨𝐫 𝐝𝐞𝐭𝐚𝐢𝐥𝐬 : https://wa.link/2x0m18 🗓️ Save our events to your calendar : https://shorturl.at/SWcVS

## **Just another Tuesday?** ​Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more! # **​This month’s topic: The AI Reliability Gap - RAG, search and LLM evaluation** # AI adoption has moved faster than the ability to measure, control and debug it, creating a clear reliability gap in production systems. This event focuses on RAG, search and LLM evaluation - how to ensure AI outputs are correct, consistent and explainable in real use. Join for a morning networking session ahead of conference week. Casual coffee and peer discussion for professionals in data, AI and business. We’ll discuss how data governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow. Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning. ​​**Location** ​The location is The Terrace Cafe at Conrad Centennial, next to the Millennia Walk Monument Square. Please try to locate organizer (Desiree, Zhijing, Michael, Robert or Ville) we do not have specific signage. **Two rules of the DT event:** 1. ​Strictly no soliciting or shilling. 2. ​Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available. ​Thank you - we look forward to seeing you on Tuesday morning! **​How to find us:** Location: The Terrace cafe - Conrad Centennial Singapore 2 Temasek Blvd Singapore 038982 Cafe is next to Monument Square of Millenia Walk (18-metre tall white marble spiral helix and roundabout). ​From Conrad lobby walk through to the other side. You can see The Terrace cafe at the corner of roundabout. Ask Lobby for directions if you can't find.

⚠️ **REGISTRATION IS REQUIRED VIA [THIS LUMA FORM](https://luma.com/numbjl55)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * General web frameworks and their administration * Dockerisation * Web enum and attacks * Web defences, logging and threat hunting **⚠️ NOTE** Bring your own laptops (and laptop chargers). Optional - Linux VM **TRAINER** **KK Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Tan KK** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, KK is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

Singapore, are you ready? Test Automation Summit is rolling into town — and this year’s edition might be our strongest yet. Think 10+ sessions, real-world automation stories, AI-in-testing deep dives, and speakers who bring actual experience, not recycled slides. 📅 Save the date: 15th May 2026 📍Singapore Come for the insights. Stay for the conversations. Leave with fewer testing problems than you came with

**Priority given to regulars, intermediate level players and players who have their private message function switched on. If you dont have it switched on, I cannot ask for your availability and skill level etc** **2 hrs..For Intermediate level and above..** **Decided to organize TT for people living in Central/North side of the island.** **Things to take note** **• Pls message me at 96751920 or drop a private message here if you have any questions.** **• Do bring your own bat. Balls would be provided.** **• If for some reason you aren't able to make it on that day, please remove yourself from the RSVP list so as to not deprive those in the waiting list a chance to play.** **\*****\*****\*****\*****\*NOTE: FOR THOSE WHO HAD RSVP BUT** 1. **DID NOT TURNED UP ON THE DAY OR** 1. **DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR** 1. **DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT** **ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE LIABLE TO PAY FOR THE SESSION YOU HAD MISSED PREVIOUSLY.** 1. **REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP.** ******* **• Find us at Tables 2-6** **Any questions, please feel free to drop me a message.** **Cheers**

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability. In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows. Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**! Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore 7:15pm: Our API-First Journey: Building the Engine Before The Car By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore 7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore 7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

**GMCKS Foundational (Basic) Pranic Healing Course (2 Days)** *Pre-requisite: Anyone 16 yrs of age & above* This course will introduce you to the basic principles surrounding the science and art of Pranic Healing. Foundational Basic Pranic Healing course involves the manipulation of the energy body (aura) and energy centers (chakras) that control the Physiological, Psychological, and Spiritual states of a person. You will be taught basic pranic healing skills to bring down fever in just a few minutes, and heal minor ailments like headaches, colds, asthma, stomachache, and stress-related ailments. Major illnesses like eye, kidney, and heart problems can be relieved in a few sessions. **In this workshop you will:** * Understand and sense the etheric (energy) anatomy * Use Pranic breathing techniques to increase your energy level * Pranic Healing procedures in the treatment of diseases * Pranic first aid, preventive and curative healing * Manage health and financial crises through Pranic Healing * Experience the power of meditation as a form of world service through the Meditation on Twin Hearts * Physical and inner purifications which result in character building. * Self-healing techniques * Distant healing and more.. \*If you are brand new to the school, catch this class to be eligible to attend "Inner Teachings of Buddhism Revealed" & Inner Teachings of Christianity Revealed" Classes on 4 & 5 Apr respectively. Course Fees: * **$550 for New-Fresher** (inclusive of Worldwide Recognised Certificate) * **$275 for Reviewer** *(vegetarian lunch will be provided on the 2 days)* *"Miracles Through Pranic Healing" book can be purchased separately at $50, and "Meditation on Twin Hearts (Peace & Illuminaiton)" Audion is available at $20.* **Venue:** * **The Centre For Inner Studies in Singapore (CIS)** 6A Shenton Way #02-09/10 OUE Downtown Gallery Singapore 068815 [Register with us Today!](https://form.jotform.com/223623332685456)

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.

**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** TBD **YouTube Link** TBD

**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

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

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

**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