Data Management

Modern life moves fast. Work, screens, notifications, constant thinking. It’s easy to feel stressed, tired, or disconnected. This Sunday, slow down with Kirtan - a powerful live music meditation experience. Come for: ✨ Singing, dancing, and uplifting energy ✨ A calm mind and open heart ✨ A real sense of belonging No singing skills needed! Just calmness & connection. 🗓️Sunday \| 6\-8pm 🍴Incl Dinner 📍South Melbourne

Join us for a transformative 4-week immersion workshop in Authentic Relating and practice of **deeper listening**, designed to enhance your experience of intimacy and aliveness within connection, and **cultivate the embodied skills** required to navigating deep connections. Each week, we will explore themes, including self-awareness, vulnerability, empathy, and **artful communication**. Through experiential learning, group discussions, in a supportive environment, you will learn be able to practice "active listening", express yourself authentically, and cultivate more meaningful exchanges. There will also be a deeper dive into the practice of artful reflecting and responding to others, and how to respond to someone's sharing in a way that makes them feel seen while expresses the core of what you wanted to share. This is an ongoing process of learning these skills, but we will be covering some of the core foundations of this skill, through discussion and practice. There will be a strong emphasis on slowing down, tuning into the body, and allowing the habitual communication patterns to relax, while organically giving space for the novelty of spontaneous truths to be spoken and revealed. Having a closed group of participant and journeying over **4 x 3 hour classes**, over 4 weeks, will allow for a new level of depth and practice to extend and expand your capacity for more aliveness and more realness. This is a workshop for people who seek for more depth in their relating, for those who have a curiosity that calls them forward into the mystery of life. The workshops will consist of core authentic relating practices, but with the continuation of participants and familiarity it will allow for greater depth, nervous system regulation and greater sense of safety. some other practices that usually won't be run in one-off events, will also be able to be explored due to the increased depth of the group. If this sounds like something you want to explore, I look forward to sharing the space with you and others. If you have any questions, please reach out. \*\* people in challenging financial situations are welcome to reach out and we work something out The pricing of the event is done in a way which hopefully makes it accessible to most people; however it is more expensive than the monthly AR nights per session. This for few reasons: -the level of space holding and depth that the deep dive facilitates requires more space holding -there is a cap on the group as to not make it too large -there is more actually teaching and coaching around the authentic relating practice compared with the Monthly. all bookings must be made through [https://events.humanitix.com/authentic-relating-deep-dive](https://events.humanitix.com/authentic-relating-deep-dive) If you need to talk to me, please email me at authenticcmelb@gmail.com or FB [Authentic Connection Melbourne ](https://www.facebook.com/authenticmelb/) Looking forward to journeying with you! Daniel - Authentic Connection Melbourne Details Cost $250 early bird. $300 General admin DATES 4 Sundays MAY 17th, 24th,31st, JUNE 7th 5:30PM-8:30PM \*\*Participants will need to arrive on time, and the door will be closed by 15 minutes after starting. This is done to set the energy and foundations of the evening as a group. \*\*If you miss one of the sessions, you will still be able to attend the other sessions.

Welcome to Melbourne Volleyball Academy! 🤗 **[[WHAT]]** This session will be broken into 2 halves, 1st half is training and the 2nd half is games. Please arrive on time as we will start exactly at 5:30 PM. Our intention is to have this training be the 'next step' after our beginner-level training at North Melbourne Community Centre. We will be focusing on learning what specific roles on the court entail, improving 'volleyball IQ', breaking bad habits, and building better techniques. **[[WHERE]]** The session will be held as State Netball Hockey centre. Please enter via the main entrance (the entrance with the larger parking lot), we will be on Court 3 & 4, please ask the person at the front desk if you need directions. **[[WHO]]** The training is intended for social volleyball players at the intermediate level or 'B' level (for more details on volleyball levels, please visit our site here: https://melbournevolleyballacademy.com.au/skill-levels-explained). Players are expected to: * pass freeballs and serve receive consistently * have some knowledge of 5-1 (1 setter all around) or 6-2 (back row setter only) systems * help others and have good sportsmanship If you are a high intermediate (BB) or advanced player (A) you are more than welcome to join but you may find our open play sessions for BB/A level players more suitable. For players that are at the beginner level, we suggest attending our training on Fridays at North Melbourne Community Centre 6-9PM as beginners may find the drills and level of play too difficult. Players will be asked to attend a different session if their play is deemed unsafe or if they are not of the appropriate skill level. **[[HOW MUCH]]** $21 card payment will be collected on the day via square (EFTPOS) payment. **[[WHEN]]** The stadium is booked for 5:30 PM - 8:30 PM. However, feel free to come early and stretch as the stadium is open earlier. **Last-minute dropouts and no-shows will have a zero-tolerance policy going forward.** All players are expected to **update their RSVP at least 24 hours** in advance if they are unable to attend. This applies to players on the going list and the waitlist. **[[THINGS TO BRING]]** We ask that you bring: * Water bottle * Appropriate footwear for indoor court shoes - netball shoes, volleyball shoes, or basketball shoes would be suitable. * Wear contacts or sports glasses if possible. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted to play.

**SUNDAY FIESTA LATINA!** **SALSA BACHATA LATIN PARTY & SOCIAL** ***with* LATIN BAND 'DIRTY LOPEZ' !** *on* **SUNDAY 17th MAY 2026** *Let the infectious Latin rhythms ignite your passion!* *Enjoy an unforgettable night of live Latin music and dancing!* at **INNER NORTH BREWING COMPANY** **10A RUSSELL STREET** **BRUNSWICK** *Experience the passion and flavour of live Latin music!* *Join us for a sizzling night of LATIN FEVER!* *featuring* **‘DIRTY LOPEZ’** \- live at **7.45PM**! *One of Melbourne’s favourite LATIN BANDS* *playing their signature energetic and exciting* *Latin rhythms to keep you dancing all night long.* Bring your family, friends and colleagues and put on your dancing shoes! Join us for an unforgettable night of live Latin music and Salsa, Bachata and the best Latin mix played throughout the night! **NEW TO SALSA & BACHATA?** **Never danced Salsa or Bachata before?** No problem! Join us and learn how to dance with our fun, relaxed classes. We will have you dancing in no time! Our experienced instructor will kick off the night with a complimentary all level Bachata and Salsa class to get you dancing! ***See you on the dancefloor!*** **INNER NORTH BREWING COMPANY & BAR** *is a micro-brewery, specialising in producing and making their own signature quality freshly made beers on site, infused with good vibes!* *Give the beers a try. Let’s support the art of beer craftmanship.* **5.15PM** **PRE-PARTY MEETUP!** Come early and try a freshly made beer with us! Practice your moves, meet and make new friends before classes start! \| **6.30PM** **BACHATA CLASS** (All levels) *\* 10 minute Bachata dance practice* \| **7.10PM** **CUBAN SALSA CLASS** (All levels) \* Join us on your own or come with friends \* Absolute beginners welcomed \* No dance experience required! \| **7.45PM** **‘DIRTY LOPEZ’** *Playing Live!* \| **DJ MC** *Playing the best mix of Salsa, Bachata, Merengue, Cha Cha & more!* \| **– SOCIAL DANCING ’til 10.30PM –** **\*\*** **BEGINNER & IMPROVER DANCERS** *A special slower section will be added in soon after the first band set,* *especially for Beginner to Improver level dancers to get onto the floor* *to dance to a slower, more comfortable tempo!* **\*\* EVENTBRITE EARLYBIRD SPECIAL OFFER! \*\*** **BOOK EARLY & RECEIVE $5 OFF YOUR ENTRY!** **\*(Only $20 with Eventbrite + Eventbrite booking fee)** **See Eventbrite Earlybird Offer at:** [https://www.eventbrite.com.au/e/fiesta-latina-sunday-latin-social-with-live-latin-band-sun-17th-may-26-tickets-1989094597486?](https://www.eventbrite.com.au/e/fiesta-latina-sunday-latin-social-with-live-latin-band-sun-17th-may-26-tickets-1989094597486?) **\* Please note:** Eventbrite has a booking fee of $2.49 **\* This Earlybird offer expires on Friday 15th MAY 2026** \* **To avoid a booking fee**, payment can also be made by direct bank transfer or PAYID - please contact me through Meetup to arrange this. Or pay at the venue on the night. \* Please note: Venue room entry is at full price **PARTY ROOM ENTRY: $25** **\* Entry includes:** *Live Latin Band and complimentary* *free Bachata and Salsa Classes* Bring your dancing shoes and get ready to dance the night away! ***Look forward to seeing you on the dancefloor!***

Once again we are taking over the Wheat, Wine & Whisky venue, and filling it with tango. if you have never dance tango before, this is a good opportunity for a class, and then to observe the dance in its social context we also have a more casual event the week after , that offers a better opportunity to practice after class. Details below: Saturday Class and Practica kensington Town hall 30-34 Bellair st Kensington class 2pm $20 Practice 3-6 pm $10 class + practice $25

If playing doubles hasn't been what you were looking for, search no more! Playing a single games will put your stamina and endurance to the test and best of all, it will be a test of your own skills! Tuesdays 7PM-9PM Sundays 5PM-7PM It's only $25 to join in, inclusive of paddle and ball hire! Lock in your spot via the link below! [https://linktr.ee/therallypickleball](https://linktr.ee/therallypickleball)

Join us in our cosy new centre in Carlton North. Whether you are new to meditation or an experienced practitioner you are welcome at these relaxed and informal sessions. Simple instructions are provided and you can sit in a chair or on a cushion. Masks optional but not mandated. Bring your own sealed drink bottle. $10 for workers or $5 for concession. Find out about our Centre's activities Browse our bookshop for books, incense and dharma items. 803 Nicholson Street, Carlton North. Website: https://melbourne.rigpa.org.au/

**\*\*\*This is a pre-booking event. Please visit [artmasterclass.com.au](https://www.artmasterclass.com.au/) choose your cheeseboard and coaster, use the *MEETAMC10* coupon code, and make a reservation.\*\*\*** Unleash your creativity at our Resin Art Workshop in the heart of Melbourne! Join us for a fun and interactive session where you'll learn the art of resin pouring from expert instructors. Whether you're a complete beginner or looking to refine your skills, this workshop is perfect for everyone. You'll create stunning, unique pieces to take home and enjoy, all while surrounded by like-minded creatives. Our workshops provide all the tools, materials, and guidance you'll need to bring your vision to life. Discover the mesmerizing flow of resin, explore vibrant pigments, and watch your art evolve into a glossy masterpiece. Each session is designed to be both educational and relaxing, making it the ideal activity to unwind, socialize, and spark inspiration. Spaces are limited, so book your spot today and dive into the colorful world of resin art with us!

**BRUNSWICK SUNDAY FIESTA LATINA!** **SALSA & BACHATA LATIN PARTY & SOCIAL** ***with* LIVE LATIN MUSIC** *on* **SUNDAY 17th MAY 2026** *Let the infectious Latin rhythm ignite your passion!* *Enjoy an unforgettable night of live Latin music and dancing!* at **INNER NORTH BREWING COMPANY** **10A RUSSELL STREET** **BRUNSWICK** *Experience the passion and flavour of live Latin music!* *Join us for a memorable, sizzling night of LATIN FEVER!* *featuring* **‘DIRTY LOPEZ’** \- live at **7.45PM**! *One of Melbourne’s favourite LATIN BANDS* *playing their signature energetic and exciting* *Latin rhythms to keep you dancing all night long.* Bring your family, friends, colleagues and put on your dancing shoes! Join us for an unforgettable night of SALSA and BACHATA dancing and Live LATIN Music! **NEW TO SALSA & BACHATA?** **Never danced Salsa or Bachata before?** No problem! Join us and learn how to dance with our fun, relaxed classes. We will have you dancing in no time! Our experienced instructor will kick off the night with a complimentary an all level Bachata and a Salsa class to get you dancing! ***See you on the dancefloor!*** **INNER NORTH BREWING COMPANY & BAR** *is a micro brewery, specialising in producing quality freshly made beers on site, infused with good vibes!* *Give the beers a try. Let’s support the the art of beer craftmanship.* **5.15PM** **PRE-PARTY MEETUP!** Come early and try a freshly made beer with us! Practice your moves, meet and make new friends before classes start! \| **6.30PM** **BACHATA CLASS** (All levels) *\* 10 minute Bachata dance practice* \| **7.10PM** **CUBAN SALSA CLASS** (All levels) \* Join us on your own or come with friends \* Absolute beginners welcomed \* No dance experience required! \| **7.45PM** **LATIN BAND - ‘DIRTY LOPEZ’** *Playing Live!* \| **DJ MC** *Playing the best mix of Salsa, Bachata, Merengue, Cha Cha & more!* \| **– SOCIAL DANCING ’til 10.30PM –** **\*\*** **BEGINNER & IMPROVER DANCERS** *A special slower section will be added in soon after the first band set,* *especially for Beginner to Improver level dancers to get onto the floor* *to dance to a slower, more comfortable tempo!* **\*\* EVENTBRITE EARLYBIRD SPECIAL OFFER! \*\*** **BOOK EARLY & RECEIVE $5 OFF YOUR ENTRY!** **\*(Only $20 with Eventbrite + Eventbrite booking fee)** **See Eventbrite Earlybird Offer at:** https://www.eventbrite.com.au/e/fiesta-latina-sunday-latin-social-with-live-latin-band-sun-17th-may-26-tickets-1989094597486? **\* Please note:** Eventbrite has a booking fee of $2.49 **\* This Earlybird offer expires on Friday 15th MAY 2026** \* **To avoid a booking fee**, payment can also be made by direct bank transfer or PAYID - please contact me through Meetup to arrange this. or pay at the venue on the night. \* Please note: Venue room entry is at full price **PARTY ROOM ENTRY: $25** **\* Entry includes:** *Live Latin Band and complimentary* *free Bachata and Salsa Classes* Bring your dancing shoes and get ready to dance the night away! ***Look forward to seeing you on the dancefloor!***

**\*\*\*This is a pre-booking event. Please visit [artmasterclass.com.au](https://www.artmasterclass.com.au/) choose your lamp, use the MEETAMC10 coupon code, and make a reservation.\*\*\*** Join us for a hands-on workshop where families can learn the art of creating beautiful Turkish lamps together. This unique and engaging class will guide parents and kids through crafting intricate and colorful lamps. No prior experience is required, as our expert instructors will provide step-by-step instructions on design, assembly, and decorating techniques. This workshop is perfect for families and friends to bond, unleash their creativity, and take home a stunning handmade craft that can brighten any room. Come discover Turkish lamp-making's magic with your little ones in a fun and supportive environment. In this 2.5-hour workshop, you'll lose track of time and end up with a beautiful lamp to take home!

Sunday Evening Meditation 5.30 to 6.30pm Join us in our cosy centre in Carlton North. Whether you are new to meditation or an experienced practitioner you are welcome at these relaxed and informal sessions. Simple instructions are provided and you can sit in a chair or on a cushion. Masks optional but not mandated. Bring your own sealed drink bottle. $10 for workers or $5 for concession. Find out about our activities. Incense and other dharma books and items for sale 803 Nicholson Street, Carlton North. Website: https://melbourne.rigpa.org.au/

A great atmosphere to meet new people and have some fun… Our dance instructors are awesome and you get to dance with everyone after the classes to the Live band. Become an appealing dancer with some of the most respected Dance Instructors in Melbourne. At Melbourne Salsa we teach you how to be a great social dancer, to give you more scope on the social floor. *** BACHATA BEGINNER LEVEL 7:00PM (Suggested duration 3–6 months) This class breaks down the rhythm and timing, basic footwork variations and leading/following fundamentals, with basic turn patterns at a slow pace. No experience required. *** BACHATA INTERMEDIATE LEVEL 7:00PM (Suggested duration 12 months) This level expands on intricate and lengthy routines at a faster pace. Requirement: For those who have danced for at least 6 months in Beginner level 1, dance in time and can pick up complicated new moves with ease. *** SALSA BEGINNER LEVEL 8:00PM (Suggested duration 3 months) This class breaks down the rhythm and timing, basic footwork variations and leading/following fundamentals, with basic turn patterns at a slow pace. No experience required. *** SALSA BEGINNER LEVEL 2 8:00PM (Suggested duration 3- 6 months) This level is not for first time Salsa students, to enter this level you must have previously completed at least 4-6 lessons in Salsa. With an emphasis on timing and more leading and following techniques, this is a faster-paced class with weekly easy to learn moves. Requirement: First Timer level or understanding of Basic footwork, timing & turn patterns. \*\*\* SALSA INTERMEDIATE LEVEL 8:00PM (Suggested duration 12 months) This level expands on intricate and lengthy routines at a faster pace. Requirement: For those who have danced for at least 6 months in Beginner level 1, dance in time and can pick up complicated new moves with ease. *** SOCIAL DANCING: Featuring a LIVE LATIN 10 piece band and DJ’s from 9.00 pm. FEES: ***ALL FOR ONLY $35*** (CASH ONLY or EFT) Whether you choose one class or 2 classes its $35 flat rate including the LIVE BAND social from 9pm. MS Dance cards cannot be used at The Night Cat. $30 entry General entry (no classes) from 8.30pm only *** DETAILS: • Our classes are structured so that you can start at any time throughout the year and you can come & go as you please. • No partner or bookings required. • The dress code is smart/casual. • Ideal footwear for ladies- a medium to high heel. • Ideal footwear for men – leather or hard rubber sole shoe. • Class is subject to change without notice. For more details call Melbourne Salsa on 95312023 or email info@melbournesalsa.com.au The Night Cat, 141 Johnston Street, Fitzroy.

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

**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

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

We'll get in around 4 miles at Three Creeks Metro Parks, primarily natural trails. 17-18 minute miles, no one left behind, and faster walkers are free to lead out. Optional lunch after! If you're joining for hiking all the metro parks, this is the sixth one!