Drama

£25 tickets. A culture-based meet-up around the new London adaptation of One Flew Over the Cuckoo’s Nest, featuring Aaron Pierre & Giles Terera The play explores themes of authority, conformity, freedom of thought, and resistance to imposed systems. It raises questions about who gets to define “normal,” and what happens when you challenge dominant narratives. There are only 4 tickets as the play is now sold out. We can also grab a drink or food nearby before or after.

Draw, drink and socialise. Set at Candid Gallery, these tutored life drawing classes provide an opportunity to socialise with like minded creative people. Included in the ticket price is a complimentary drink. **EVERY OTHER FRIDAY** •1 model •Drawing between 7:30-9:30pm •All levels welcome •Materials available to buy or bring your own •Advice & guidance will be available from our tutors DROP IN (OR BOOK ONLINE) Price: £20 Advisable to pre-book, but you can also just turn up! Book here: https://www.candidartslondon.com/shop/life-drawing-book-your-in-studio-zoom-places-here/2 Materials You can either bring your own materials or you can buy paper and charcoal at the class. The classes tend to get busy, so we recommend arriving earlier than 7:30pm, if you'd like to reserve a good spot. The doors open at 7pm.

**THE DEVIL WEARS PRADA 2!** **Director:** David Frankel **Cast:** Meryl Streep, Anne Hathaway, Emily Blunt As Miranda Priestly nears retirement, she reunites with Andy Sachs to face off against her former assistant turned rival: Emily Charlton. **Trailer:** [https://www.youtube.com/watch?v=e9HXmMnUEdE](https://www.youtube.com/watch?v=e9HXmMnUEdE) **OBSESSION!** **Director: Curry Barker** **Cast:** Michael Johnston, Inde Navarrette, Cooper Tomlinson After breaking the mysterious "One Wish Willow" to win his crush's heart, a hopeless romantic finds himself getting exactly what he asked for but soon discovers that some desires come at a dark, sinister price. **Trailer:** [https://www.youtube.com/watch?v=0G5CjgPw1x4](https://www.youtube.com/watch?v=0G5CjgPw1x4) **A NEW CHALLENGER APPROACHES** With Mortal Kombat II not showing this Friday, it's OBSESSION vs DWP2 this Friday at The Queens! **Optional Dress Code** The Devil Wears Prada 2: **Red** Obsession: **Black/Pink** Cinema: Crouch End Picturehouse. Schedule: We meet at 7:00 pm at the Queens pub for drinks. I'll book a table under the name Jason! DWP2: Crouch End Picturehouse at 20:00 Obsession: Crouch End Picturehouse at 19:45 After the film we'll head back to the pub to discuss the film. Address for the The Queens pub: 26 Broadway Parade, London N8 9DE If you have any questions, use the event chat in the meetup app. Or join our Whatsapp group: [https://chat.whatsapp.com/CqLyvsscZ8QCCtHAy9LrwI](https://chat.whatsapp.com/CqLyvsscZ8QCCtHAy9LrwI) The link will take you to a waiting room where you write your Meetup username. Once verified, you’ll receive the link to the main WhatsApp group. **Book tickets:** **DWP2:** [https://web.picturehouses.com/order/showtimes/024-78121/seats?_gl=1\*yhrz6d\*_gcl_au\*MTY3NTEyNTYyNC4xNzc2NzEyMjQzLjE5MTUwNjkzNjQuMTc3NjcxMzExMS4xNzc2NzEzNTcz](https://web.picturehouses.com/order/showtimes/024-78121/seats?_gl=1\*yhrz6d\*_gcl_au\*MTY3NTEyNTYyNC4xNzc2NzEyMjQzLjE5MTUwNjkzNjQuMTc3NjcxMzExMS4xNzc2NzEzNTcz) **Obsession:** [https://web.picturehouses.com/order/showtimes/024-78125/seats?_gl=1\*y7y8ux\*_gcl_au\*MTY3NTEyNTYyNC4xNzc2NzEyMjQzLjEwNjIxMzgzNzcuMTc3ODUyNTU3OS4xNzc4NTI1NTk3](https://web.picturehouses.com/order/showtimes/024-78125/seats?_gl=1\*y7y8ux\*_gcl_au\*MTY3NTEyNTYyNC4xNzc2NzEyMjQzLjEwNjIxMzgzNzcuMTc3ODUyNTU3OS4xNzc4NTI1NTk3)

**Friday 21st** **Friday E2** **7-9pm** IN PERSON & ONLINE The Garrett Centre 117 Mansford St E2 6LX One of London's only drop-in Long Pose classes, set in our main studio space, providing all the equipment you might need, the format for this class is a single pose for the evening, with three short warm up poses to get you started. We also serve hot vegan food in the break, just as we do on Wednesday, so perfect if you arrive hungry. Expect a calm and relaxing atmosphere, lots of time to explore your drawing practice and tutored support. Real Life Drawing - Long Pose - Every Friday - 7pm: Dear Friends This is our legendary Friday Long Pose class - Each week we work with London's best models, providing you with tuition if you want it, and leaving you in peace if you prefer that. There is food and great company, this is the class for you if you would like to connect with a community of like minded artists. We will make you feel welcome and always have a good word to say about your work, even if you don't. That is what this group is all about, community, friendship and art, come and join us. **£ COST - BOOKING TICKETS & DROPPING IN:** JOIN US IN PERSON OR ONLINE **IN PERSON: £13** This is a drop in class, but buying a ticket means you can simply drop in without needing to worry about paying on the night, use the link bellow to book: https://bookwhen.com/londonlifedrawing_livestream **ONLINE:** **£8** These sessions are streamed via Zoom making it possible for you to join us where ever you are, we have a warm online community and this is the perfect way to keep drawing throughout the week even if you cant make it to a class. You can book to join online by using the same link and selecting **Zoom Online Ticket** https://bookwhen.com/londonlifedrawing_livestream **SCHEDULE & POSE LENGTH:** 6.45 pm > arrival 7.00pm > We start drawing at 7pm with 3 poses of 5mins each and follow this with a single pose for the rest of the evening We have a 15 min break at 8pm and the session ends at 9pm: > > 7pm start > > 3 x 5 min pose > > Long Pose > > 8pm break (15 min) > > Long Pose > > 9.00pm session ends **DRAW MORE PASS:** If you have a Draw More Pass - HOWEVER OLD - please select that ticket option in Bookwhen - this will give you a free booking confirmation - bring a print out or screen shot of the booking to the session along with your Draw More Pass - if you have any difficulties please call Adrian on 07966925723 **BUYING A DRAW MORE PASS :** The Draw More Pass makes our classes the most affordable in London and it's incredibly versatile. The Pass enables you to drop into our classes in person or online, any time you want to. You don't have to come back every week, instead choose your times and just turn up, they never expire - you can buy a Draw More Pass in any class or via our website: [https://www.adriandutton.com/shop](https://www.adriandutton.com/shop) When you buy a pass online you will receive a PDF, simply screen shot this or print it out and bring it to any session and we will exchange this for a PASS, also, as soon as the transaction is made you will be listed to receive our link emails for online sessions: 5 sessions: £52.50 10 sessions: £100 20 sessions: £190 50 Sessions: £400 About the venue. **The venue opens at 6.30pm** our classes take place in the Lower Ground Floor The Garrett Centre - This is fully wheelchair accessible via a ramp to the space and has wheelchair accessible doors and amenities Nearest tube: Bethnal Green (central line). **Directions (see map below):** Tube/train: approx. 8 minutes walk from Bethnal Green Tube (Central Line) and 12 mins. walk from Hoxton & Shoreditch overground stations. Buses: Nrs. 8, 388, D3 - stop Pollard Row. Nrs. 26, 48, 55 - stop Hackney Road. Nrs. 106, 254 - stop Old Ford Road. Nr. 309 - stop York Road. When walking/cycling, there is a footpath behind the Tesco's on Bethnal Green Road that will get you there faster (see highlight on map above). If driving you will need to go via Hackney Road and turn left on Mansford St, follow to the end of the Street where you will see the Garrett Centre on your left. Parking is free after 6.30 in the surrounding streets and directly in front of the centre, however, you should note that the thick white lines denote no parking areas, only use actual parking bays. **Bikes:** please bring your bikes down to the basement, we are currently able to offer secure space in one of the rooms of the centre. To view a BBC film taken at the Bethnal Green Life drawing class, see below: You can watch the BBC film of Rhod Gilbert's Work Experience' made at our life drawing class here: https://vimeo.com/120288888 (http://vimeo.com/ziplinecreative/review/78714935/a64159a7bb) http://photos4.meetupstatic.com/photos/event/1/9/1/8/600_434466424.jpeg http://photos4.meetupstatic.com/photos/event/2/5/f/9/600_433149721.jpeg http://photos1.meetupstatic.com/photos/event/9/9/f/3/600_432579411.jpeg

BOOK YOUR TICKET 👉🏼 [HERE](https://itsadate.club/event/bowling-night-in-soho-9/). Strike it lucky with 30 guests (ages 40–55) at a lively night of introductions, entertainment, and—of course—bowling!” All Star Lanes Holborn is an intimate, retro-style venue that’s perfect for bowling over potential matches as you rack up those strikes…or gutter-balls(?!) Whatever your bowling-game, it’s all light-hearted, heaps of fun, and a great opportunity to meet likeminded singles either on the lanes or socialising in a private networking space reserved exclusively for It’s a Date. Throughout the evening, the bar team keep everyone refreshed with creative cocktails, craft beers, wines, and for those looking for the authentic All-Star experience – delicious milkshakes. This bowling themed event is ideal for fun-loving singles booking individually or with friends. Everyone will be welcomed by our host at 19:15 who will offer you a name sticker, direct you to our private area, and ensure you have time to grab a drink before we begin. Guests alternate between the lanes in mixed groups of guys and girls for an action-packed game of bowling designed to break the ice, get the conversation flowing, and become acquainted with your fellow teammates. While not bowling, you will have the chance to socialise more widely as our host is on-hand to make introductions to all other guests. At the end of the games, we will tot-up the scores and announce our King- or Queen-pin of the evening. However, if previous events are anything to go by, everyone’s a winner at this great fun evening. Post-event matching will be available on your It’s a Date dashboard where you can continue the winning streak in love as well as on the lanes. If you have any questions on the event or how things will work, please get in contact with Ollie on 07517 065 492 or ollie@itsadate.club

Diary Drawing Club – Friday Evening at ICA Cafe ☕🖊️(Institute of Contemporary Arts) We meet to draw quietly together, using simple prompts that I’ll share or you’re welcome to draw whatever you feel drawn to. After drawing, we’ll take some time to share and talk about the works, if you feel comfortable doing so. 🎨 Bring your own sketchbook or iPad But basic drawing materials will be provided! No experience needed. ⏰ Time: 7-9 PM 📍 Meeting Location: The Mall, London SW1Y 5AH (Institute of Contemporary Arts)

**Hostess: Layla** \*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/lsi5bu2u/speed-dating-22-39-and-party-in-soho-zebrano-complimentary-glass-of-prosecco-happy-hour-karaoke-access-and-djs](https://www.fatsoma.com/e/lsi5bu2u/speed-dating-22-39-and-party-in-soho-zebrano-complimentary-glass-of-prosecco-happy-hour-karaoke-access-and-djs) Age range: 22-39 ( as a general guide) Join us for a fun of slow dating and party in the heart of soho! Αre you finding 4 mins too little time to decide if you wish to meet the other person again or not? Don't worry, come slow dating and have 6-8 minutes dates! Speak with 10-15 people of the opposite sex for 8 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 and partying! 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. Happy Hour till 8pm! Karaoke access after 11pm Complimentary Glass of Prosecco served after the speed dating in order to get you ready for the party The program of the night is 7:00-7:15 Registration 7:15pm-7:45pm First session of the Speed Dating 7:45pm-8:00pm Break-Socialising 8:00pm-8:45 pm Second session of Speed Dating 8:45pm Speed Dating finishes and Socialising starts- Complimentary glass of prosecco is served Dress code is smart/ elegant/ Smart Casual (smart dark jeans are fine but ripped jeans, sportswear, trainers/sportshoes and hats are not allowed). Zebrano Soho is a vibrant cocktail bar, restaurant, and nightclub in the beating heart of London’s most iconic entertainment district. Zebrano is more than just a venue – it’s a celebration of fun, flavour, and feel-good vibes. It offers amazing cocktails , great cuisine, multiple rooms and an outdoor rooftop terrace At Zebrano, we serve up delicious food, killer cocktails, and the best tunes in town – all in a space designed to make great nights unforgettable. Come for the vibe. Stay for the party. Leave with a story. For security reasons every guest must carry photographic ID with them (Driver’s License, European ID or Passport) independently of the age. Tickets are valid for entry till 11pm How to find us: Just come inside and ask for Marianna's Speed Dating / Layla. Any issue on the night feel free to call Layla: 07377544606 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

**A gem of a life drawing session in our secret hideaway - a good vibes intimate sit down drawing session with wonderful models and lighting** Vaulty Towers really is a very special venue with a wonderful atmosphere- walk through the main bar with its glittery décor and down the little staircase into the twinkly hideaway downstairs where the life drawing magic happens! As with all our drop in classes – expect professional tutors and models in an inspiring and unique space. With poses from 30 seconds to one hour – there is something for everyone. This is a general life drawing class with tuition for beginners and advice for those who are more experienced, all designed to encourage you to develop your own style and approach. **Please don’t come to class if you feel ill- you can rebook to another date- just email info@londondrawing.com** **Classes can be booked ahead via tickets below** Secret Sketch is a sit down sketch class- drawing boards provided Materials available to buy, or bring your own- Paper 20p per sheet, charcoal 25p per stick Every Saturday 11-1pm £15/ £10 students and under 25's **Or you can drop in and pay cash or paypal on the door** **PayPal link:** **[PayPal.Me](https://www.paypal.com/paypalme/LondonDrawing)** Or buy tickets here: [BUY TICKETS HERE](https://www.eventbrite.co.uk/e/saturday-secret-sketch-weekly-drop-in-life-drawing-waterloo-tickets-426760932437)

**A gem of a life drawing session in our secret hideaway - a good vibes intimate sit down drawing session with wonderful models and lighting** Vaulty Towers really is a very special venue with a wonderful atmosphere- walk through the main bar with its glittery décor and down the little staircase into the twinkly hideaway downstairs where the life drawing magic happens! As with all our drop in classes- expect professional tutors and models in an inspiring and unique space. With poses from 30 seconds to one hour- there is something for everyone. This is a general life drawing class with tuition for beginners and advice for those who are more experienced, all designed to encourage you to develop your own style and approach. **Please don’t come to class if you feel ill- you can rebook to another date- just email info@londondrawing.com** Materials available to buy, or bring your own- Paper 20p per sheet, charcoal 25p per stick **Sunday Secret Sketch** **Every Sunday** **3.30-5.30pm** **£15 / £10 students and under 25's** **We also run [Saturday Secret Sketch session](https://londondrawing.com/buy-tickets-for-saturday-secret-sketch-including-session-information/)** **11-1pm Every Saturday** **And a second Sunday Secret Sketch** **1-3pm every Sunday** **Drop in and pay cash or paypal on the door** **PayPal link:** **[PayPal.Me](https://www.paypal.com/paypalme/LondonDrawing)** Or buy tickets here: [BUY TICKETS HERE](https://www.eventbrite.co.uk/e/sunday-secret-sketch-weekly-drop-in-life-drawing-waterloo-tickets-426778555147) **Venue:** **Vaulty Towers** **34 Lower Marsh** **London** **SE1 7RG**

**Join us for super good vibes every Saturday - in our light studio with great tuition and models, a brilliant way to spend the afternoon!** As with all our drop in classes- expect professional tutors and models in an inspiring and unique space. With poses from 30 seconds to one hour- there is something for everyone. This is a general life drawing class with tuition for beginners and advice for those who are more experienced, all designed to encourage you to develop your own style and approach. **Don’t come to class if you feel ill- you can rebook to another date- just email info@londondrawing.com** **Classes can be booked ahead via tickets below** **We also have drop in places available- cash or PayPal on the door** **PayPal link:** **[PayPal.Me](https://www.paypal.com/paypalme/LondonDrawing)** Easels and drawing boards provided Materials available to buy, or bring your own- Paper 20p per sheet, charcoal 25p per stick **Saturday Studio** **1.30-3.30pm** **£15 / £10 students and under 25's** Buy one Saturday class- get a second on the same day for £10 cash / paypal - ask the tutor for this option when you arrive **Tickets in advance – or cash / PayPal on the door** **[MORE INFO & TICKETS](https://www.eventbrite.co.uk/e/saturday-studio-130-330pm-weekly-drop-in-life-drawing-waterloo-tickets-426739097127)** **We also run a morning session 11-1pm [INFO HERE](https://londondrawing.com/buy-tickets-for-saturday-secret-sketch-including-session-information/)** **And a late afternoon session at Waterloo Action Centre 4-6pm** **[INFO HERE](https://www.meetup.com/londondrawing/events/288412205/?fromSeries=true)** **If you go to two sessions- get the second for £10 cash or paypal only**

Following our critically acclaimed productions of OTHELLO, MACBETH and TWELFTH NIGHT the Acting gymnasium's Saturday workshop returns to Theatre Deli on Saturday 28th March with a new imagining of Shakepeare's CORIOLANUS. Plenty of superb roles available!! Set in a post-apocalyptic landscape, Coriolanus, a fierce and proud Roman general, earns fame after defeating Rome’s enemies, especially at Corioli. Despite his military success, he despises the common people and refuses to flatter them for political gain. Urged to seek public office, his arrogance alienates citizens, leading to his banishment. In anger, he allies with his former enemy Aufidius and marches against Rome. As destruction looms, his mother, Volumnia, pleads with him to spare the city. Moved by her words, he relents, choosing honor over revenge. His decision saves Rome but seals his fate, as he is killed for betraying his allies in return. [Email:actinggymnasium@gmail.com](mailto:Email%3Aactinggymnasium@gmail.com) \- if you'd like to get involved\.

Join us as we kick off Summer Movie Season with a Happy Hour & a movie event to see the sci-fi action-adventure, THE MANDOLARIAN AND GROGU! The sci-fi action-adventure follows a lone bounty hunter and his apprentice Grogu (Baby Yoda) embark on an exciting new Star Wars adventure. Here are details, a trailer and our plan for this event: DESCRIPTION: In the film, Djarin and his apprentice Grogu are enlisted by the New Republic during a period where remaining Imperial warlords threaten the galaxy. The film is written/directed by Jon Favreau (the mastermind behind the early MCU films) and stars Pedro Pascal, Sigourney Weaver and Jeremy Allen White. TRAILER: https://www.youtube.com/watch?v=uwild1rw7Aw HAPPY HOUR PLAN: For Happy Hour food and drinks before the show we’ll meet in the bar area at nearby Bravo at 5:15pm! We’ll have a section reserved for the group, so keep an eye out for us and we’ll keep one out for you! CMG Pro Tip: If you can, bring cash as it helps make for a quicker exit from the restaurant. MOVIE PLAN: Please purchase your ticket for the 6:45pm showing and meet in the lobby area at 6:30pm! Tickets on sale now and advance purchase as soon as possible is advised! Once you have yours, please list you seat number in the Comments section of this event. Happy Summer and See You Soon, Dan

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

Join us as we get together to get together to help those in need at this CMG Gives Back event! We have a great little community of Movie Group friends so rather than see a movie this time, we’ll help “create a better world” by helping serve those in need. Here are complete details and our plan for this event: FAITH MISSION – GRANT KITCHEN: The Faith Mission kitchen and dining room serves residents 3 meals a day, every day of the year. For this event, our group will help prepare food, serve meals, assist residents in the dining room, wash dishes, and clean surfaces. PLAN: We will be preparing / serving / cleaning for BRUNCH from 10:30am to 12:30pm and have space for a total of 7 volunteers. Please arrive at 10:20am and wear closed-toe shoes and long pants. LOCATION: Faith Mission – Grant Kitchen is located at 245 N. Grant Ave. Enter the kitchen at Dock 1 (in the back of the building), indicated in the attached map. On-site parking in the adjacent lot and street parking is available in the surrounding area. Below are some links / attachments with additional info/details: IMPORTANT REMINDER: Our group will be providing all of the volunteers on this day so a firm RSVP count is essential. Please only sign up if you are certain you’ll be able to attend. If something unavoidable comes up, please try to update your RSVP no later than one week prior to the event. With few exceptions, no shows or cancelations within 1 week of the event will not be eligible for future CMG Gives Back events. I appreciate your understanding as we try to ensure the agencies have the volunteers needed to provide the essential services they provide to the vulnerable population they serve. Our Partner Agency for this event is Lutheran Social Services! A huge THANK YOU to all of YOU for volunteering at this (and any of our previous) CMG Gives Back events! Should be another good/fun/meaningful time together, Dan

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

Join us as we get together to see the top-reviewed comedy-drama, I LOVE BOOSTERS! The film comes from writer/director Boots Riley and follows a group of shoplifters who take aim at a cutthroat fashion maven. Here are details, trailers and our plan for this event: DESCRIPTION: The film follows a group of shoplifters who take aim at a cutthroat fashion maven. It is written/directed by Boots Riley (Sorry to Bother You) and stars Keke Palmer, Naomi Ackie, Taylour Paige, Poppy Liu, Eiza González, LaKeith Stanfield, Will Poulter, Don Cheadle, and Demi Moore. BUZZ AND ACCLAIM: I Love Boosters was the opening film at this year’s SXSW Festival and premiered to rave reviews! It is currently earning a tremendous 97% positive rating on Rotten Tomatoes where critics call it, “an unexpected celebration of friendship, community, and solidarity.” Others call the film “an exercise in radical empathy,” a “masterful” and “optimistic” film designed to “provoke discussion” while making the audience laugh. TRAILER: [https://www.youtube.com/watch?v=r4lPRISgr9c](https://www.youtube.com/watch?v=r4lPRISgr9c) SUMMER OF ICE CREAM: GRAETER’S! Established way back in 1870 in Cincinnati, this historic, family-owned brand is famous for their delicious small batch ice cream and any chocolate chunk flavors! They are currently the only commercial ice cream maker using the French Pot method that they’ve been using since they first opened! Plus, those chocolate chunks, oh my goodness! Vegan options are available. PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 20 minutes before the show. Advance ticket purchase not required for this theater but Showtime and complete details will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

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

IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks. AGAIN, PLEASE DO NOT EVEN READ ABOUT IT BEFORE YOU SEE IT. A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025. The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed. Please be ready to discuss the movie by 7PM. We suggest arriving early enough to order and get food beforehand. Thanks. Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out.