MapReduce
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Frequently Asked Questions
Yes! Check out mapreduce events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mapreduce events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find mapreduce events near your location here. Connect with your local community and discover events within your area.
MapReduce Events Today
Join in-person MapReduce events happening right now
Enlightenment: An Immersive Light Show in Melbourne [Online Tickets]
Join us for Enlightenment: an immersive light show in Melbourne.
Vivaldi's Four Seasons comes to life at the Immigration Museum. After sold-out runs across Europe, this acclaimed lightshow lands in Melbourne for a limited season.
Step inside one of the city's grand heritage buildings and let the music wash over you, with sweeping visuals and animations choreographed to every note. It's the kind of show you feel as much as you see — and once it's gone, it's gone.
Ticket booking link: [https://feverup.com/m/597614](https://feverup.com/m/597614)
Date: 10th May
Time: 9 pm
Choose between Standard Seating ($23) or Beanbag ($31) - I have booked Standard seating for myself.
Duration: 30 minutes
Please remember to RSVP to this event if you wish to attend.
**Please note:** We won’t accept RSVPs from individuals who have previously breached our group guidelines.
**Meeting Point:** Let's meet outside the main entrance of Immigration Museum Melbourne at 8:30 PM and queue up for the show.
Map: [https://maps.app.goo.gl/hbh9m4TYj4RDptmd7](https://maps.app.goo.gl/hbh9m4TYj4RDptmd7)
Explore Melbourne is the largest meetup group in Australia with more than 43,000 members. We know these group rules won’t suit everybody, and that’s okay—there are many other groups where you might feel more at home. To keep things safe, fun, and positive, we have 8 simple rules for people attending our events.
❌ Not a dating group! – We’re here to make connections, not find soulmates.
📵 No phone numbers, please! – Feel free to swap LinkedIn if both parties are cool with it, but please don’t share or ask for phone numbers. Please don’t add people to WhatsApp or other groups.
🔞 Our events are only open to people aged 18 and older.
📢 Please do not advertise other events or groups.
🚗 We don't allow carpooling due to safety incidents/our public liability insurance not covering motor related accidents.
💰 **No sales pitches! – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free.**
By joining an event, you agree to follow these rules. Breaking them means removal from all our groups—no exceptions. Thank you!
**Liability Waiver:**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/ "https://exploremelbourne.au/explore-melbourne-liability-waiver/")
Enchanted Kirtan
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
Drop In Meditation - Sunday Evenings in Carlton North
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/
Join our Guided Meditation in Carlton North on Sundays at 5.30
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/
MapReduce Events This Week
Discover what is happening in the next few days
Volleyball Training and Games - Intermediate - B Level (SNHC)
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.
Social Singles - Adv/Intr (Lvl 3/4)
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)
"FREEish" OLD & RARE WINE Tastings & Dinner with Sommelier Antony
**Get ready to taste and make new friends in this sommelier-led event where you can learn about and taste 7 old wines - includes $40 dining credit making your tasting just $5!**
THIS IS A TICKETED EVENT:
[GET YOUR TICKET HERE](https://oldandrare.eventbrite.com.au)
**Your wine night just got a whole lot finer!**
\- Includes $40 dining credit
\- Small group setting
\- Sommelier run
Join us for **Old & Rare Wines Tastings** and get ready to make some new friends. Led by qualified Sommelier Antony Anderson (WSET3, WSET4 pending), this evening involves a free tasting of seven back-vintage (old) wines and some wine education, followed by your choice of dinner items and additional drinks from our extensive menus.
We'll be gathering at **Life's Too Short Bar**, located in the vibrant **Tribeca Arcade** on **Victoria Parade**, East Melbourne, VIC, Australia, where you can meet like-minded wine lovers and discuss all things wine, food, and common connections and interests.
**Your ticket includes a $40 dining credit** towards food and drinks purchased on the evening, making your ticket (almost) free.
Reserve your spot now -
Then bring your appetite and sense of humour, and join us for a night of conversation, cuisine and, of course, wine!
**GETTING THERE:** We recommend you use public transport or rideshare. We are on the 12/109 tram line (stop 16, Wellington St), several Bus Routes (302, 303, 304, 305, 309, 318, 350, 905, 906, 907, 908) or a 5-10 minute walk from Jolimont and North Richmond train stations. If you decide to drive and/or have a designated driver, 2-hour paid parking is available around Powlett Reserve, Darling Square, and the Fitzroy Gardens. Extended paid parking is available at Care Park at 162 Albert Street, East Melbourne or the Epworth Freemasons Car Park in Gotch Lane off Grey Street.
**UNABLE TO ATTEND?**
Cancellations and Refunds are generally not possible. However, for sudden illness, COVID, or other special circumstances, we may agree to reschedule your session to another night or provide a gift certificate for part or all of your ticket price. Please SMS your request to 0466 045 473\*\*.\*\*
**TERMS AND CONDITIONS:**
* See the ticket link for further conditions
* This is a preferred pre-booked event, but walk-ins may be possible.
* RSVPs on Meetup do not constitute a booking.
* Minimum spend for F&B following the event is $40
* Minimum Event Sales 2. If the minimum number of seats is not sold, the event may be rescheduled later or cancelled and tickets refunded.
* If you have booked a ticket and an event is amended, we will contact you before the event to advise and make new arrangements.
* Please note: By Public Health Directives, all attendees must be fully COVID-vaccinated, and proof of vaccination may be required.
#meetingpeople #makingfriends #winetasting #blindtasting #winegames #singles #lonely #winelovers #winebuffs #winophiles #melbournewine #winemelbourne #melbournewinetasting #socialwines #makenewfriends #wine #lovers #tasting #event #meetup
Meditation on Sunday Evenings in Carlton North at 5.30pm
Sunday evening meditation from 5.30 - 6.30.
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.
Browse our shop for books, incense and dharma items.
Find out what our Centre is offering
803 Nicholson Street, Carlton North.
Website: https://melbourne.rigpa.org.au/
Salsa classes in Collingwood - Every Sunday
**SALSA DANCE CLASSES - EVERY SUNDAY**
Dance classes that are super fun, in a friendly and warm environment, with a focus on technique and extra attention from your instructor, ensuring you get the most out of your class.
These are casual classes so start on any week, no partner or bookings required.
SALSA Beginner 1 7.OOPM
(Suggested duration 6 weeks)
This class breaks down the rhythm and timing, basic footwork variations and leading/following fundamentals, with basic turn patterns at a slow pace. This class can also be used as a revision or warm-up for the beginner class.
No experience required.
SALSA Beginner Plus 7.OOPM
(Suggested duration 3 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 lengthy routines with double turns and spinning for males and females.
Requirement: For those who have danced for at least 3 months in Beginner level 1, dance in time and can pick up complicated new moves with ease.
FEES:
$20 FOR ONE CLASS
OR $30 FOR TWO CLASSES ON THE SAME EVENING.
MS Dance cards can be used at these classes.
NO BOOKINGS REQUIRED JUST TURN UP!
Free parking at Woolworths, 2 mins from the studio.
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 or dress up!
• 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.
MELBOURNE SALSA DANCE STUDIO
LEVEL 1, 326 SMITH STREET, COLLINGWOOD
Entrance is behind shops, via laneway off Bedford street.
For more details call Melbourne Salsa on 95312023 or email info@melbournesalsa.com.au
BACHATA & SALSA Classes & Live band event @ The Night Cat - Every Sunday evening
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.
MapReduce Events Near You
Connect with your local MapReduce community
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Omnipresent Atheists Weekly Meetup (2nd Tues)
Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room.
This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us.
COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.
***
Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'!
Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life.
Mission: grow, support, and provide community for atheists in Central Ohio.
Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision.
Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge.
Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ).
Data & Analytics Wednesday - Mapping and Dashboards
**Total Eclipse of the Chart: School Redistricting Dashboards**
In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these.
While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics.
**About Our Speaker**
Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
Omnipresent Atheists Weekly Meetup (4th Tues)
Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room.
This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us.
COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.
CBusData - Practical AI for Power BI Developers
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.
In-Person Event: The Answers to Depression & Anxiety
This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them.
Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not due to a chemical imbalance in your brain from some nebulous chemical reaction "by chance".
Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you.
The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life.
Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life.
Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there.
This group is created by the Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability.
You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.






![Enlightenment: An Immersive Light Show in Melbourne [Online Tickets]](https://secure.meetupstatic.com/photos/event/4/9/8/f/highres_534138831.webp?w=640)
















