Oracle Database Administration

\#\#\#\# 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.

Join our weekly social basketball run, full court 5 v 5 with 3 teams, all levels welcome! Please join this game using the free GameOn Active app ([download here](https://gameonactive.co.uk/connect.html)) which is a free app we use to organise the run. The Carpenters and Dockland Centre is only a few minutes walk from Stratford underground / DLR / train station. On arrival, please let reception know that you are there for a basketball session and you will be let through, at the courts please ask for Eduard. We look forward to balling with you there!

This seminar is for improving your communication skills, so you can achieve greater success in life. We will especially focus on a life tool that you can easily learn and use to improve your: - \- Interviews \- Public speaking \- Communication with strangers \- Connection with co\-workers \- Comfort with various social situations\. \- Handling upsets \- Getting along with others better\. \- Meeting new people\. This seminar invites your feedback and input. You could learn some new skills and we would love for you to be able to practice this also. You will learn an amazing life tool that you can put into practice right away! We also offer free one-to-one appointments to be made after the seminar if you require a bit of extra coaching or tips. From the Scientology Life Improvement Centre

**Hostess: Anna** \*This event is a collaboration with other groups and social networks and it will be well attended \*To attend this event you need to buy a ticket from [https://www.fatsoma.com/e/rsgn3nd0/bank-holiday-speed-dating-37-54-at-bocca-lounge-south-kensington](https://www.fatsoma.com/e/rsgn3nd0/bank-holiday-speed-dating-37-54-at-bocca-lounge-south-kensington) Age range: 37-54 ( as a general guide) Join us for a fun and relaxed night of a speed dating and socialising in South Kensington! Speak with 15-20 people of the opposite sex for 5 mins each then select who you like and leave with the contact details of some potential lovers! After the speed dating we stay for socialising so you speak more to the people who you like! 48 hours after the event you will receive the contact details\* of your mutual matches (people you have selected and they have selected you back) at your e-mail! We don't send you to date in a online platform...We send you to date in real life with confidence! We run speed and slow dating events for more than a decade now and we are proud to say that they actually work! People that meet in our dating events date after, some make long term relationships, and some move together and we even had some marriages ! If this is your first time attending a speed dating there is nothing to worry about , we will be there to welcome you, put you at ease and explain you the process. Bocca lounge, is a multi-faceted instagrammable gem located at the heart of south kensington, serving a wide varying choice of non-alcoholic and alcoholic drinks to be accompanied with high-calibre shishas. For those hungry bocca lounge serves also amazing Mediterranean cuisine! The program of the night is 5:30-6:00 Registration 6:00pm-6:45pm First session of the Speed Dating 6:45pm-7:00pm Break-Socialising 7:00pm-7:45 pm Second session of Speed Dating 7:45pm Speed Dating finishes and Socialising starts How to find us: Just come inside and ask for Marianna's Speed Dating / Anna. Any issue on the night feel free to call Anna: 07801038091 For general inquires or difficulties with your ticket booking feel free to e-mail us at benetoupromotions@gmail.com or call Marianna on: 07949526733 \* By participating to the event you agree to have your details that you submitted to us passed to your mutual matches ( people that you will select on the form that will be given to you during the event and they will select you back). \*Our company is registered with ICO. so you contact details are safe with us Please Note: -Tickets need to be bought online and are not available at the door -Dress code: Elegant/Smart/Office Attire/Smart Casual ( Smart jeans are alright but ripped jeans, t-shirts, hoodies, sportwear, sportshoes or trainers are not allowed) -A valid proof of ID (Passport, Driving License, or National ID) is required upon arrival independently of the age for security reasons

# *Daily Tantric Devotion* #### *Live morning live practice with Agni Chandra* [To join for free for 7 Days click here](https://www.organicurrent.com/offers/iq2vi32q/checkout) This sessions happens 8AM BST Mon-Fri and Sunday. ***Tantric Breathwork to activate your energy*** ***Powerful awakening of all energy centers*** ***Meditation to ground in your expanded state of being*** Bring powerful transformational tantric practices into your everylife to transform from the inside out. [Watch a video explaining the transformational power of these practices](https://www.instagram.com/tv/Cqk_UvNI47N/?igshid=MDJmNzVkMjY=) ### *What we will practice* *All practices are based on 3 pillars: **breath, sound and movement**. It allows the current of energy to flow freely in your body. **Agni Chandra curates each session** based on:* * *meditative presence* * *conscious connected breath* * *yogic breathing* * *undulation of the spine* * \*application of energetic locks \* *Practices are based on the **principle of deep connection with the body through felt sense.** We **activate our primal energy** and we **channel it up the spine** to the heart and higher energy centers.* ### *Introduction to the 4 Practices of Daily Tantric Devotion* *With **Tantric Breathwork** practices we ground ourselves in the presence through the body. We open to the flow of life through conscious connected breath. The flow of energy that comes with the breath and spinal undulation redirects our sexual energy to the heart and higher energy centers. You are guided into the pure experience through the body to finally transcend the body into the meditative state of being.* ***Free Voicing*** *is a practice that opens up one of the most contracted energy centers - the throat. After grounding and heart centering meditation, we open the pathway of the breath using ancient yogic breathing. That allows the body to reconnect with the most healthy and beneficial way of breathing that is often forgotten.* [More information, example videos ](https://www.organicurrent.com/daily-tantric-devotion-1) JOIN THIS SESSION ❤️ [Join this class with 7 Day Free Trial](https://www.organicurrent.com/offers/iq2vi32q/checkout) ❤️ # #### *Agni Chandra* Telegram group: [https://t.me/organicurrent](https://t.me/organicurrent) *Website:* [https://www.organicurrent.com/](https://www.organicurrent.com/) *Instagram: [https://www.instagram.com/organicurrent_tantra/](https://www.instagram.com/organicurrent_tantra/)*

• 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.

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

Join us on May 7th from **6:00pm** for a Data Streaming meetup hosted by **[Fresha](https://www.fresha.com/)**! 📍**Venue:** **Fresha** The Tower, 207 Old Street London, EC1V 9NR 7th Floor **PLEASE bring your PHOTO ID and REGISTER with your First and Last Name, Email. Thanks!** **DOORS CLOSE AT 7PM FOR SECURITY.** 🗓 **Agenda:** * 6:00pm – 6:30pm: Food/Drinks and Networking * 6:30pm - 7:00pm: Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha * 7:00pm - 7:30pm: Olena Kutsenko, Staff Developer Advocate, Confluent * 7:30pm - 8:00pm: Tom Scott, Founder & CEO, Streambased * 8:00pm - 9:00pm: Q&A Networking 💡**Speaker One:** Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha **Title of Talk:** Apache Fluss: Streaming Storage for Real-Time Analytics **Abstract:** Apache Flink has largely solved streaming computation, but state management remains a bottleneck. Operator state—often backed by RocksDB—is scoped to individual jobs, making it hard to share state across pipelines without re-emitting it through systems like Apache Kafka. This leads to expensive joins and added operational complexity. Apache Fluss (incubating) addresses this by externalizing state into a streaming storage layer backed by S3. Its PrimaryKey tables act as upsertable key-value stores with replicated changelogs, enabling shared state tables accessible from Flink, Spark, or native clients. With Flink 2.1’s Delta Join, both sides of a join can perform lookups against Fluss-managed indexes—eliminating the need for large join state altogether. In this talk, we’ll introduce Fluss, show key use cases like CDC enrichment and bilateral joins, and share lessons from running it in production on EKS —including the trade-offs and rough edges we encountered. 💡**Speaker Two:** Olena Kutsenko, Staff Developer Advocate, Confluent **Title of Talk:** The journey of a record from Kafka topic to analytics table **Abstract:** Modern data platforms increasingly rely on streaming systems like Apache Kafka as the source of truth—but turning event streams into reliable, queryable analytics tables is far from trivial. This talk explores what really has to happen when moving data from a Kafka topic into an Apache Iceberg table. Beyond simple ingestion, we will walk through the essential steps: schema evolution, data normalization, partitioning, exactly-once guarantees, late-arriving events, and table maintenance. Using Confluent Tableflow as one concrete example, we will examine how these challenges can be addressed in practice. Along the way, we will compare alternative approaches—such as Kafka Connect sinks, stream processing pipelines, and custom ingestion frameworks—to highlight trade-offs in correctness, latency, and operational complexity. The goal is not to promote a single solution, but to provide a mental model for designing robust streaming-to-lakehouse pipelines, helping you understand what matters regardless of the tooling you choose. **Bio:** Olena is a Staff Developer Advocate at Confluent and a recognized expert in data streaming and analytics. With two decades of experience in software engineering, she has built mission-critical applications, led high-performing teams, and driven large-scale technology adoption at industry leaders like Nokia, HERE Technologies, AWS, and Aiven. A passionate advocate for real-time data processing and AI-driven applications, Olena empowers developers and organizations to use the power of streaming data. She is an AWS Community Builder, a dedicated mentor, and a volunteer instructor at a nonprofit tech school, helping to shape the next generation of engineers. As an international speaker and thought leader, Olena regularly presents at top global conferences, sharing deep technical insights and hands-on expertise. Whether through her talks, workshops, or content, she is committed to making complex technologies accessible and inspiring innovation in the developer community. 💡**Speaker Three:** Tom Scott, Founder & CEO, Streambased **Title of Talk:** *Infinite Kafka? Rethinking Retention with Iceberg* **Abstract:** Apache Kafka is designed for high-throughput, low-latency event streaming, not cost-efficient long-term storage. Yet we constantly see cases like event sourcing, audit/compliance, and large-scale reprocessing forcing that pattern onto it. As retention increases, costs grow linearly to support edge cases, one-time runs, and “checkbox” use cases. Can Iceberg help here? In this talk, Tom explores a hybrid architecture that separates hot and cold data while preserving Kafka’s log semantics. Using a combination of Kafka and Apache Iceberg, he demonstrates how to extend Kafka into low-cost object storage, enabling effectively unlimited retention without sacrificing performance or access patterns. The result is a unified log that supports both real-time processing and long-term replay, removing the traditional trade-off between cost and capability in Kafka-based systems. **Bio:** Long-time enthusiast of Kafka and all things data integration, Tom has more than 15 years of experience in innovative and efficient ways to store, query, and move data. Tom is currently CEO at Streambased, a company focused on unifying operational and analytical data estates into a single, consistent, and efficient data layer. \*\*\* If you are interested in hosting/speaking at a meetup, please email community@confluent.io

Do you want to submit a talk to a Postgres conference? Do you want to try out the challenge of fitting a bunch of interesting information into 5 minutes for a lightning talk? Can you talk for 1 to 2 minutes on a Postgres topic you've just heard? On the 6th of May, we will be back at Star of Kings, running an event which is all about speakers and speaking. With the Call for Papers for PGDay UK closing on the 12th, we are inviting anyone who has a talk idea, is unsure of whether the topic fills the time, or just might enjoy a bit of technical improv to join us. If you would like to present a talk or a lightning talk, please get in touch. We will update this event description a people come forward. In the absence of any volunteers it will be Postgres-themed improv talks and, maybe, an organiser taking a talk for a spin. Don't let it come to that :)

We're excited to invite you to ***our next Meetup***! Join fellow graph enthusiasts, Neo4j developers, and members of the AI community as we explore how graphs, knowledge graphs, and context engineering can unlock smarter applications and better answers. We look forward to connecting with the community to exchange ideas on graphs, tech, and AI - join the discussion! Session 1: **From Weak Assistants to Super Agents** Sefik Serengil, Senior Software Developer - Neo4j Session 2: tbd

**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! ✌️🏀

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/

**\*\*THIS IS NOT A FREE EVENT & RSVP ON MEET UP DOES NOT GUARANTEE ENTRY\*\*** **TO ATTEND THIS EVENT A TICKET MUST BE PURCHSED FROM OUR WEBSITE. PLEASE CLICK HERE TO PURCHASE A TICKET:** [Speed Dating london – The Otherist, Liverpool Street (Ages 28-38) – Friday, 8th May 2026 | True Dating](https://truedating.co.uk/events/friday-night-speed-dating-8-may-2026) Join [True Dating](https://truedating.co.uk/), London's #No 1 speed dating and singles party host! With a track record of hosting hundreds of successful events all across London, we've helped thousands of people find their perfect match. **But what exactly is speed dating?** It's simple yet effective: You'll have the opportunity to meet up to 15 potential dates, with each mini-date lasting around five minutes. It's the perfect amount of time to gauge if there's a connection. **Ladies remain seated while gentlemen rotate, ensuring you meet a variety of interesting individuals.** Our events primarily attract working professionals who are tired of the endless swiping and are seeking something meaningful and long-term. At True Dating, you can enjoy a friendly and secure atmosphere knowing that everyone is single and looking for the same thing—love! The day after the event, you can log in to enter your matches and potentially set up a second date using our secure messaging service. **Please remember to enter your matches before 4pm as this is when the matching system closes.** And here's the reality check: In a bustling city like London, where everyone leads busy lives and dating options seem endless, finding the right person can be challenging. That's why our events are designed to increase your chances of meeting someone special who shares your goals and aspirations. Contrary to popular belief, speed dating events are not weird or creepy. They've become increasingly popular as a refreshing alternative to online dating. **What can you expect at our events?** \- Diverse attendees at each event \- Officially signed\-up participants \- Higher odds of finding compatible matches \- Friendly hosts to facilitate introductions **Don't miss out—register now for our next event! Spaces are limited, and our events often sell out fast.** We have years of experience organizing successful dating events and creating meaningful connections. **We're so confident that you'll find someone worth meeting again that if you don't, your next event is free!** It's time to stop swiping and start dating in real life with True Dating. Join us for an unforgettable experience! **Important details:** Look out for an email from True Dating on the day of the event for account details. Event starts at 7:30 pm with a reserved area for True Dating attendees. Venue closes at 1 am. *Stop Swiping. Start Dating*.

Welcome to our May event. We're delighted to welcome [Elena Lape](http://linkedin.com/in/elenalape), Founder, Holopin and [Rupam Jha](https://www.linkedin.com/in/rupam-jha-151313a7/), Senior DevOps Engineer, as well as [Areg Hovakimyan](https://www.linkedin.com/in/areg-hovakimyan/), Senior DevOps Engineer. **Elena** takes an affectionate but honest look at the wonderfully chaotic reality of working with AWS, a platform that can do almost anything, but rarely in just one obvious way. **Rupam** answers the question every fast-moving team faces: how do you stay secure, compliant, and audit-ready on AWS without creating bottlenecks for builders? **Areg** provides an overview of Amazon EKS, while highlighting what truly makes a difference in production. A big thank you to our sponsors [Cloudscaler](https://rebrand.ly/cloudscaler), [Rayo](https://rebrand.ly/rayo-cloud) & [The Scale Factory](https://rebrand.ly/scalefactory) **Programme:** 18:00: Arrival, registration 18:15: Talks start 20:00: Networking with food and a drink provided by the generosity of our sponsors. **Talk 1:** ***AWS: An Experience with Elena Lape*** Those of us who care a lot about developer experience would certainly agree: AWS is, undeniably, an experience. This session explores the quirks, overlaps, and “wait, why?” moments that make AWS both impressive and deeply relatable. Expect an affectionate look at the strange reality of using a platform that can do everything except explain itself briefly. **Elena** is founder and Head of Engineering at Holopin, where she leads a platform used by 150,000+ software engineers worldwide. Before Holopin, she worked across several Silicon Valley scaleups building Kubernetes integrations, developer tooling, and cloud infrastructure, and has been building on AWS since 2016. Elena is deeply focused on developer experience. She spent part of her early career at GitHub, remains active in hackathon communities, and today serves on the W3C Advisory Board. **Talk 2:** ***Learn how to turn AWS security and compliance policies into automated, scalable, and auditable practices — without slowing down innovation with Rupam Jha*** Many organisations struggle to enforce security and compliance consistently across AWS environments while scaling their workloads. In this session, I’ll walk through practical strategies to secure AWS accounts, implement automated compliance controls, and simplify audits. Using real-world examples and best practices, attendees will leave with actionable techniques to protect data, streamline operations, and maintain regulatory readiness in the cloud. **Rupam** is a Senior DevOps and Platform Engineer who enjoys building AWS platforms that are scalable, secure, and easy for teams to use. Her focus is on creating cloud-native environments with tools like AWS, Kubernetes, EKS, Terraform, and Vault, helping engineering teams ship faster and more confidently through automation, standardisation, and strong platform foundations. A big part of what she does is reducing complexity for developers by building self-service infrastructure, improving delivery pipelines, and making platforms more reliable, observable, and cost-effective. She cares about security by design and operational excellence, and she believes infrastructure should feel like a product - something dependable, well-designed, and built to help teams move quickly without adding unnecessary risk. **Lightning Talk:** ***EKS in Production: What Actually Changed After Adoption*** **Areg** is a Senior DevOps Engineer and will talk about Amazon EKS. Amazon EKS offers many capabilities to simplify Kubernetes operations, but in practice, not all of them deliver the same value. In this 15 minute talk, Areg will provide a quick overview of key EKS capabilities, highlight 2-3 that truly make a difference in production, and explore common areas where teams tend to overcomplicate their platforms. **Do you have a story to share?** If you are interested in speaking at one of our events, please check out our [call for papers here](https://awsuguk.org/call-for-papers/). We are advocates for greater inclusion & diversity in UK Tech and are especially keen to receive talk submissions from people in underrepresented groups. If you are interested in speaking at a future meetup but would like to discuss what to expect or need assistance, please contact our Inclusion & Diversity Lead Natalie Gray - graynataliej@gmail.com or DM her [@natjgray](https://twitter.com/natjgray) Check out our [website](https://awsuguk.org/) for more information about our community. Remember to follow us [@AWSUserGroupUK](https://twitter.com/AWSUserGroupUK) and on [LinkedIn](https://www.linkedin.com/company/aws-ug-uk) for the latest updates, and you can find videos of our past meetups [here.](https://awsuguk.org/our-videos/)

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**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

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

**💥 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 .

**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

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!