Oracle Database Administration

We are back! This is going to be a monthly IN PERSON meet up in London. A very big thank you goes to Accurx who is hosting us in their amazing Shoreditch offices. This will include access to facilities including coffee! 😻☕️ **Want to know more? 👇** As with all CoffeeOps, this is an interactive, chatty, build your own adventure type of meet-up. Instead of booking in experts to *learn* *from*, we gather a group of practitioners to ***learn*** ***with***. We have been running for over 4 years now and often get feedback that this is the most useful meetup people join! The event is approximately 90 minutes and always starts by brainstorming topics to discuss. The group then votes on the most relevant/interesting to them and we then cycle through the topics trying to discuss each deeply, but in a time bound slot. To get an idea of topics, you can check out our remote board [here](https://easyretro.io/publicboard/h404NF84Uje4tCcxpJdHr4Ycs9B3/a4a35d2b-181b-409b-832e-a729be1af79c). The general gist is anything is fair game, though we tend to revolve around software delivery and definitely lean towards the more Ops-y or DevOps-y side of things.

**PLEASE PAY FOR ANY GUESTS YOU BRING!!!!** **PLEASE PAY BEFORE YOU ATTEND IN THE EVENT THERE'S A WAITLIST YOU WILL BE REMOVED FROM THE ATTENDING TO WAITLIST IF PAYMENT ISN'T MADE 4 HOURS BEFORE THE SESSION START TIME.** **IF YOU HAVE BEEN MOVED TO THE ATTENDING LIST PLEASE PAY WITHIN 2 HOURS OR ELSE YOUR SPOT WILL BE FOREITED TO THE NEXT PERSON IN THE WAITLIST.** This is an all levels badminton SRP session hosted by Kevin.O @ Brentwood Centre CM15 9NN **Session:** This session has a runtime of 2 hours starting from 20:00 to 22:00 (24 clock format). **Shuttle type**: The shuttle type used will be feathers (Sheer Yellow) **How to get there:** Visual Directions: https://www.sweatyracketplayersbadminton.co.uk/directions/brentwood From the town centre you can take bus 61 to blackmore from Bus Stop High Street (Stop B) to Pilgrims Hatch Leisure Centre (5 Stops) \*\*From Brentwood railway station you can take 60 to Warley way, Eagle way (StopID: esxgajgd) to Pilgrims Hatch Leisure Centre (7 Stops) **Payments:** All payments can be made via direct bank transfer here please add **"Your name - SRP Badminton or Your name - date of session"** as a reference when you send the payment. We have a 24 Hour cancellation policy, if you cancel within 24 hours from game time payment will still have to be made, failure on payments will result in revoked access from future games till its paid off. Please pay for any guests you bring. **Session Fee:** £10.00 pp (Per Person) **Account Name:** Bolaji Olakitan **Account No. :** 75191151 **Sort Code:** 04-00-03 **Bank:** Monzo The Host will organise people into new pairs before each new game to avoid repetitive games and allow everyone to play as many matches as they can. Please bring your own racket, appropriate clothing and a refillable water bottle there is an available water fountain and a vending machine. any questions or concerns please email [sweatyracketplayers@gmail.com](http://sweatyracketplayer@gmail.com/) or text message 07990330521.

Join us for an informal evening of experimenting, building, and sharing ideas around Umbraco and AI. Whether you're curious about AI-powered content generation, the Umbraco MCP Server, AI-assisted development workflows, or other AI innovations in Umbraco - this is your chance to experiment, learn, and build alongside fellow community members in a relaxed, supportive environment. Bring your laptop, your curiosity, and anything you’ve been meaning to try. You can come with a specific idea, jump into something with others, or just tinker and learn as you go. There’s no strict agenda, just a relaxed space to collaborate, swap ideas, and make progress together. We’ll kick things off with a quick intro, then open the floor for hacking, discussion, and demos. If you end up building something cool (or even just interesting), you’ll have the chance to share it with the group at the end. **EVENT HOSTS** [Novicell](https://www.novicell.com/uk/services/software-development/umbraco/) (Umbraco Gold Partner) have kindly agreed to provide refreshments and host us for the evening in their offices in Shoreditch. If you think you will be making it, please sign up ASAP. Novicell's offices are 21-33 Great Eastern St, London EC2A 3EJ in a building called Fora, approximately an 8 min walk from Liverpool St and Old St stations. If you arrive between 6:00 and 6:15pm there will be someone to meet you in reception with instructions. If you arrive later you might need to phone us to be let in: we shall email all attendees with the contact numbers on the day. **CODE OF CONDUCT** Please read the [Code of Conduct](https://bit.ly/UmbLondonCodeOfConduct) for all our events.

**ANNOUNCEMENT** **\- TEMPORARY VENUE DUE TO EXAMS** **Following Thursdays 14/05, 21/05, 28/05** **venue location:** **Harris Academy Greenwich** **(SE9 5EQ),** 2 courts only, 3 hours, players capped, please RSVP! For entrance and parking instruction, please see below for further details. Please keep an eye out for weekly session updates in May and June! Any questions, please reach out to the organisers. **RSVP INFORMATION:** RSVP for the following week’s Thursday evening session opens *every Friday at 12:00 noon*. *Tip: Set a reminder so you don’t miss your spot!* 😉 **CONFIRMATION AND PAYMENT:** Please confirm your place by making an online payment via bank transfer at least 48 hours before the session starts:



 **Cost:** £15 - 3 hour session **Account name:** Edward Cheng **Account number:** 30786473 **Sort code:** 60-83-71 **Payment reference:** Meetup username and date of session **SESSION DETAILS:** **Time:** 7:00pm to 10:00pm (3 hours) **Courts:** **2 only (players capped)** **Cost:** £15 per session (includes feather shuttles) **Level:** Intermediate and above only A reasonable standard of play is expected. This session is designed for regular players with a few years of experience - no beginners, please. If you are unsure whether your level is suitable, feel free to message the organisers. **Type of Play:** We play doubles in a friendly yet competitive environment. During the first two hours, games are organised using a rotation system. If you have any preferences, i.e., mixed games, level-based games, or specific partners, feel free to speak with the organisers. The final hour is open play, where you are free to join any court. Please be considerate of others waiting and rotate fairly. **Facilities & Equipment:** Water fountain, toilets, and changing rooms are available on site. We do not provide rackets for borrowing or hire, and we do not recommend sharing equipment. Please bring your own racket. **\*\*VENUE DIRECTION & PARKING INSTRUCTIONS:** *(Temporary location for this week)* This session will be held at **Harris Academy Greenwich,** **Middle Park Ave,** **London** **SE9 5EQ** **Enter via main school entrance.** **Parking space is also available on site (see photos).** This venue is within easy driving distance of North Greenwich and Woolwich (\~10 mins) **ATTENDANCE & SESSION POLICY:** To ensure smooth running of sessions and fairness to all members, we kindly ask everyone to follow these attendance rules: * Please only RSVP if you are confident you can attend the session. * **You may cancel your spot up to 24 hours** **before** the session starts without incurring any charge. This also allows players on the waitlist to take your place. * Cancellations within 24 hours or no-shows will be subject to the full session fee. * Always check Meetup shortly before the session to confirm your spot. * If you are on the waitlist and can no longer attend, please remove yourself as soon as possible to give others a chance and to avoid any potential fees. * Only players confirmed on the attendance list will be allowed to join the session. Those not on the list may be turned away at the door. * Important: If you do not attend without prior notice, we reserve the right to charge a full non-attendance fee to cover the cost if your spot cannot be filled. Persistent no-shows may result in removal from the club. * Shuttlecocks: Please do not use the game shuttles for warming up. Always return used shuttles and take a new one when needed. * Photos & Videos: From time to time, the club may take photos or short video clips for social media to promote the club. Players are also welcome to record themselves for personal game analysis. If you have any concerns about being photographed or filmed, please speak to the host so we can take appropriate action. **Disclaimer** The 4U Badminton Club are not responsible for any injuries or loss of items. At **4U Badminton Club,** our commitment is to ensure that you have an enjoyable evening. As a non-profit club with tight finances, we ask that you honour your RSVP and commit to playing. If you have any questions, please feel free to speak with any of the 4UBC organisers.

**Dead Product Society \| After Work Drinks** Come along, bring a friend/colleague or two and join us for a relaxed evening of informal product and tech chats over a few drinks and doughnuts. We aim to connect everyone without awkwardness or LinkedIn spiel, and value good conversation over boring presentations. **Who is welcome?** Product Managers, CEOs, UX/UI Designers, Developers, Scrum Masters etc. We welcome anyone who works in, with or wants to break into product. *Note: We intentionally keep our After Work Drinks on the smaller side to allow for more in-depth conversations.* **The Bike Shed** We'll be hanging out in the lounge area (behind the area with all the tables, next to the store). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Dead Product Society** Dead Product Society is a collective of like-minded professionals sharing real-talk and joining forces to navigate the twists and turns of the product world. Our down-to-earth community is for anyone who works in, with or wants to break into product teams regardless of their background or experience. **Our Sponsors** Shout out to our generous sponsors at Waggel Pet Insurance; Lifetime pet insurance, simplified. With their support we are able to host these events for you and create a space for those important, honest conversations.

• What we'll do Want to Play Basketball in London? Step 1. Visit our website [https://www.basketble.com](https://www.basketble.com) Step 2. Find the game you want and sign up Step 3: Get confirmation email and Come Out & Play \*Note: You need to sign up on the website and the attendance is not monitored through meetup. • What to bring • Important to know

MCP is changing how developers build with AI, but we're just scratching the surface. Join us for an evening of talks that go beyond retrieval to explore what's actually possible when you give agents real tools, real constraints and real APIs. **Agenda** ​6:00 PM - Doors open, registration and networking ​6:10 PM - Welcome (Upsun & Cloudflare) ​6:20 PM - MCP: Context is Everything! - Carly Richmond, Elastic ​6:45 PM - Sandboxes: how to limit agents so we can use them more - Patrick Dawkins, Upsun ​7:00 PM - Break (Food & Drinks) ​7:30 PM - Cooking with MCP in VS Code - Liam Hampton, Microsoft ​7:55 PM - Efficient tools with MCP code mode - Confidence Okoghenun, Cloudflare ​8:15 PM - Open networking and drinks ​9:00 PM - Close 🗣️ ​**Talks** ​**MCP: Context is Everything! - Carly Richmond (Developer Advocate Lead, Elastic)** ​MCP is a powerful tool for giving LLMs capabilities to not just retrieve information, but to automate key actions based on relevant data. Let’s see how it can be used for retrieving relevant context and other activities such as observability. ​**Efficient tools with MCP code mode - Confidence Okoghenun (Senior Developer Advocate, Cloudflare)** ​Traditional MCP approaches choke on context windows: Cloudflare's 2,500+ endpoint API would require 1.17 million tokens. Code Mode flips the script by having LLMs write code against typed APIs instead of making direct tool calls, achieving 99.9% token reduction. Come learn how code mode works and how to optimize your MCP tools with it. ​**Sandboxes: how to limit agents so we can use them more - Patrick Dawkins (Principal Engineer, Upsun)** ​We want our agents to run longer and use more tools, but we're hampered by constant prompts for approval. Sandboxes are the practical middle ground: isolate the agent so you can stop watching every command and let it work. This talk covers what "sandbox" means, who provides them today and the Linux primitives that let you build one yourself. ​**Cooking with MCP in VS Code - Liam Hampton (Senior Cloud Advocate, Microsoft)** ​In this session Liam will show you how VS Code is fully supporting the MCP spec, from MCP Apps to sandboxing and elicitations. 📅 **Date and Time:** Thursday, May 14, from 6:00-9:00 PM 📍 **Location:** Cloudflare Address: 6th Floor, County Hall/The, Riverside Building, Belvedere Rd, London SE1 7PB, UK 👉 You can also register here: https://luma.com/eb8j6lhu ⚠️ Please make sure you provided your full name (no nicknames or abbreviations will be allowed) and to bring your ID card as it will be mandatory to show it upon check-in to security. Entry will be first come, first served. We recommend arriving early to make sure you get in. **⚡️ Interested in giving a talk? ⚡️** Have you ever considered presenting on your Elastic use case? We welcome 5-10 minute lightning talks, 45-minute deep dives, and everything in between. If you're interested, please submit via our [CFP](https://sessionize.com/elastic-meetups/) or send us an email at [meetups@elastic.co.](http://meetups@elastic.co./)

We’re running a competitive men’s scrimmage with limited spots available. £10 per player for 2 hours of court time. Come and be part of a growing community as we get started. All profits will go towards funding free basketball sessions for U19 players. Message me if you’re interested. Even if you can’t make this one, you’re welcome to join the WhatsApp group for future runs.

Regular meetup for Abstract Strategy Games lovers, bring your own games or try the ones we have, sit, chill, have a drink and a snack and play :)

You want to do your best! You want to realise your potential! You want to make the right decisions at the right time! Obviously- you want to be a success! Do you have all the skills in place? Do you have areas in your life or personality that are weaker and you feel can stop you or hold you back? Would you like a free personal consultation to help locate your strengths and weaker areas? We can help you to maximise on your potential. If you would like a free 1 hour consult then register now! We have various times available for your own personal consultation This is hosted at the Scientology Life Improvement Centre in London. We use the Oxford Capacity Analysis test. https://www.scientology-london.org.uk/personality-test/

**PLEASE NOTE that we are now hosting our games on Sportas.** **BOOK HERE:** https://sportas.co.uk/organiser/east-village-basketball/games **Game Description:** Ready to hit the court, level up your game and meet fellow ballers? Join us at East Village Basketball 🏀 every Sunday, 5:30pm - 7:30pm at Harris Chobham Academy Sports Hall in Stratford, London. **👥 Stay Connected!** Join our WhatsApp group for updates, discounts, waitlist alerts and community banter: [https://chat.whatsapp.com/KoCHcbG51YWKtTNgNblydH](https://chat.whatsapp.com/KoCHcbG51YWKtTNgNblydH) Any questions, feel free to WhatsApp me directly on +44 (seven) 365 804 810 **What to Expect:** ⚡ 2 hours of non-stop pickup games ⛹️ Half-court games (4x4) on both sides 💪 Friendly competition in a fun, positive environment 🥇 Open to mixed adults (18+) - whether you’re sharpening your skills or shaking off the rust! 🏀 Players should at least be familiar with basic offence, defence and basketball rules 🏆 Max 20 players per session (spots go fast, so book early) **Important Notes:** 🕔 Sports hall doors open at 5:20pm - head in, get changed and warm up 🏀 We aim to start games by 5:40pm, so please arrive by 5:20pm to be ready 🚫 If you’re feeling unwell or have COVID symptoms, please stay home 💧 Bring your own water bottle 🚨 Please don't arrive TOO early - the hall is used just before us and staff need time to prepare the court. **Getting Here:** 📍 Entrance: Corner of Celebration Avenue and Temple Mills Lane. Google Maps - [https://maps.app.goo.gl/AfCZZzEG734J9gko7](https://maps.app.goo.gl/AfCZZzEG734J9gko7) 🅿️ Parking: Pay-and-display available across the road. 🚇 Nearest Tube Stations: Stratford, Stratford International (DLR) & Leyton **Safety** Participation is at your own risk. If you have any health concerns, consult a health professional before joining. **Rules** 4 x 4 half-court games on 2 half courts, with 4 teams of 5 players. Time: 5-min games (running clock) Scoring: 1s and 2s. Substitutions: One sub rotates in after each game. Fouls: Offence calls fouls. Disputed calls: For major disagreements, challenger shoots a 3-pointer to resolve the issue. See you Sunday! ✌️🏀

✨🎊 Welcome to DSF Big Birthday Bash 🎊✨ THE TICKET BALLOT IS NOW OPEN! Click the link below to enter the ballot 👇 [Click here!!!](https://datasciencefestival.com/event/big-birthday-bash-2026/?utm_source=social&utm_medium=meetup&utm_campaign=bigbdaybash) Join us on Saturday 16th May 2026, for our 12th Festival, at our London home CodeNode, celebrating DSF turning 10, for one day only! Enter the ticket ballot to be in with a chance of attending. 600 lucky people will get to attend this event for free 🎟️ 40 speakers, 4 stream rooms, 14 partners, lunch, swag bags, and an entire day to learn, mingle, and be inspired! Event time: 08:15 AM - 18:00 PM Venue address: CodeNode, 10 South Pl, London, EC2M 7EB Nearest tube station: Moorgate or Liverpool Street Schedule and speaker details are updated weekly [here.](https://datasciencefestival.com/event/big-birthday-bash-2026/?utm_source=social&utm_medium=meetup&utm_campaign=bigbdaybash) Please note this event will not be streamed, so please ensure you apply for a ballot ticket to watch these sessions live. **PLEASE NOTE: CLICKING ATTENDING ON MEETUP DOES NOT GIVE YOU ACCESS TO THIS EVENT. PLEASE FOLLOW THE LINK ABOVE OR BELOW TO REGISTER FOR TICKETS**. Ticketing: Due to the popularity of Data Science Festival events, we are now allocating event tickets via a random ballot. Registering enters you into the ticket ballot for DSF Big Birthday Bash on Saturday 16th May 2026. The ballot will be drawn throughout the month of April 2026. If you have not received a ticket by May 7th 2026, unfortunately, you have been unsuccessful in getting a ticket. Those who are randomly selected will then be e-mailed tickets for the event. Please read how the ticketing works in full here. ([[https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/](https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/)]([https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/](https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/))) Event details: 🎟️ Please bring your ticket (a paper copy or on your phone) to the event to check in with your QR code. Tickets are non-transferable. Arrive before 10:00 AM for guaranteed entry. ☕️ There is no breakfast at the venue, however, there is tea, coffee, and water provided throughout the day. Lunch is also provided. Soft drinks and alcohol can be purchased from SpaceBar at Code Node. ⌚️ Doors will open at 8:15 AM sharp and attendee registration will begin at this time on Saturday 16th May 2026. Speaker sessions begin at 9:00 AM, but please arrive at least 45 minutes before the conference begins, to make sure you enter the event on time. Arrive before 10:00 AM for guaranteed entry. 📛 Please pick up your badge, schedule and SWAG bag at the registration table on the ground floor. 🤝 There will be networking at the Spacebar from 17:00 - 18:00 PM so come and say hello! FAQ will be live in April 2026. Please take some time to review this ahead of the event. Check out last year's DSF Game On here: [https://datasciencefestival.com/event/game-on-2025/](https://datasciencefestival.com/event/game-on-2025/) We can't wait to see you back in person! 👋 **#DSFBigBirthdayBash**

\#\#\#\# Step 1: TAKE THE TEST The Oxford Capacity Analysis identifies 10 vital personality traits that influence your entire future. It is a factual, scientific analysis taken from your answers, and it takes about an hour to complete. \#\#\#\# Step 2: GET YOUR RESULTS After you complete the test, your personality analysis is generated and displayed. Within minutes your analysis will highlight your strengths and weaknesses—which personality traits to take advantage of and which need help. \#\#\#\# Step 3: CONSULTATION While the analysis graph shows distinct personality traits, it is the interrelationship of these traits that provides the greater picture of your personality. We provide a complimentary consultation with one of our trained staff, who will give a detailed evaluation of your personality analysis. In this one-on-one consultation, you gain a better understanding of your personality strengths and weaknesses, and establish the recommended path to your fast and lasting success.

The Venue is a room in Lauderdale house set on the entrance of the magnificent Waterlow park in Highgate (nearest tube is Archway, on the northern line. Waterlow park is less then 10min walk up highgate hill) A very beautiful location to be after such a energizing and emotionally cleansing experience! Doors open 0830am Instructions 0900am Meditation -915am-1015am (no admission after 915am) There is a cafe downstairs for you to drink, eat and connect together afterwards or you may feel drawn to wander alone into the majestic park, soaking up the beauty of the trees, lakes and landscape...whatever is right for you! Active meditations were designed by Osho with us westerners in mind. It can be challenging with our hectic lifestyles, full of stimulus to just sit down and switch off into silence. How many times have you heard people say' I just can't meditate, my mind is too busy, my body cannot be still etc...' Active meditations were designed by Osho to use the body and breath first, enabling us to 'empty our vessel ' through physical movement. By doing this we release pent up emotions and tension in the body so that we are more able to reach inner stillness, silence and meditation. We will commence with the dynamic meditation for a series of weeks then rotate to try other active meditations designed by Osho. What is the dynamic meditation? A complete work out for mind, body and soul; It is the mother of all emotional cleansers!! More detailed instructions for new comers given at 845am(optional attendance if you know this meditation well). Meditation starts 9am sharp. Doors will have to close then. This technique is in 5 stages that flow together beautifully to make up the complete meditation. It is done with the eyes closed so no need to feel self conscious; no one is looking at you! Stage 1)chaotic breathing. Completely takes you out of the mind, energizes, detoxifies and oxygenates the body in preparation for the next stage Stage 2)Catharsis-emptying your vessel! How often will you get the the opportunity to release on such a spectacular level. Your endorphins will be flying as you act out, scream, cry, shout, play madness as best you can. Doing this regular will release stress and tension on all levels; It could keep you sane:) Stage 3)''Hoo'' phase. Grounding the energy Stage 4)Silence...drop inside and really experience the witnessing self. Meditation will come easily now. Stage 5)Dance. Celebrate your experience like a new born you Meditations will start at 9am (running for one hour )on Saturday mornings. New comers please arrive at 845am if you want to go over the instructions... Cost is on a sliding scale depending on your wage or situation- £20/15 (please pay by cash, paypal or eventbrite. Correct money if paying cash please) https://paypal.me/moveandmeditate?locale.x=en_GB https://www.eventbrite.co.uk/e/osho-dynamic-meditation-tickets-164956387997 If money is a problem please speak to Tara, all are welcome This meditation can be done alone but the more the merrier for a real energy blast. I know it's early but get up and JOIN IN!!! Trust me you will feel amazing afterwards.... Ideally this is best done on an empty stomach(certainly not a full one). As I said there is a cafe downstairs so you won't go hungry or you can always picnic in the park! Come alone or come with friends. Bring a bottle of water and an open mind! FREE PARKING ON HIGHGATE HILL SATURDAYS :0 Additional info:- Lauderdale House Waterlow Park Highgate Hill London N6 5HG Lauderdale House is a white house behind the gates to Waterlow Park on Highgate Hill. It's on the left hand side heading north up from Archway tube, ( just past St Joseph’s Church on the corner of Dartmouth Park Hill). It faces Highgate Hill and is easily visible from the pavement, backing onto Waterlow Park.

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 Friday and EVERY Friday!** **💥 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