Exam Preparation

Do you have spare books lying around your home? Do you want to read new interesting books for free while socializing with interesting people? This is the event for you. We will enjoy nice drinks and snacks together at a beautiful lounge bar in London. You can bring your books and exchange them with whoever has the books you want to read. Since this is a Science and Philosophy book club, it would be great for you to bring non-fiction books that are insightful and thought-provoking. If you want to bring fiction books that are scientifically or philosophically insightful, feel free to bring those as well. Since it is a social event, I encourage everyone to make deep meaningful conversations and make new friends. You can come alone or bring your friends with you. If you come alone, there is no need to be shy or scared. I will welcome you and introduce you to cool interesting people to speak with. Also feel free to come even if you forget to bring any books.

**The monarchy is in serious trouble**, polls tell us their support is collapsing and the number of people wanting a republic has soared. **[Republic Day](https://www.republic.org.uk/republic_day_2026)** is your chance to get involved, show your support and help drive support for change even higher. There could be **another succession** in the next couple of years, with **William becoming king**. That's workshy William, the climate change hypocrite, the man who takes land from the public and who refuses to pay the tax everyone else pays. The monarchy is **rotten to the core**, as the **Andrew** scandal has proven time and again. **William and Charles have questions to answer** about what they knew and when, and why they covered up for Andrew for so long. **Join the rally, march down The Mall and protest outside Buckingham Palace.** Send a very clear message: enough is enough, **it's time to stop the rot, it's time to abolish the monarchy**, it's time to change the country for good. There are ***loads of ways*** to get involved as a volunteer in Republic Day 2026, whether helping build and puppet Chuck the Rex, speaking to the public at one of our outreach gazebos, or hanging giant banners on Trafalgar Square and Buckingham Palace. **There's something for everyone!** Find out more [HERE](https://www.republic.org.uk/republic_day_2026)

In this 4.5 hour Masterclass delivered by Debate London Founder Michael Pautsch, we will be exploring: The aspects of debate that is most personal to each speaker. **Delivery**. The skills that speakers use to overcome the nerves involved with public speaking and even how to channel them to work for you! We will introduce you to the 3 core skills in delivering great speeches - **Vocal Image, Visual Image, Verbal Image** \- And how we can apply simple tools to take ownership of each of these areas so we can be confident our audience sees the image we are choosing to present\. This workshop for debaters and speakers of all skill ranges will cover the causes of public speaking anxiety, the exercises we can use to find our voice for delivering a speech and the applied rhetoric skills developed from years of speaking experience.. **What to expect over 4.5 Hours** 12:00 - Doors open, grab a drink and get seated 12:10 - Coach introduction and understanding the 3 Vs 13:00 - 15 minute drinks break (lunch orders placed here) 13:15 - Exercises: * **Tone of voice control** * **body language control** * **understanding an audience** * **Single point speeches** 14:20 - Lunch break 15:00 - Practice presentations & debates with coach feedback 16:30 - Head down to the bar for a post workshop chat. **[Meet Your Coaches](https://www.debate.london/coaches "https://www.debate.london/coaches")** Michael is the host of all Debate London events and the regular chair of the It's Debateable public debate series. He is a sales and recruitment specialist focusing on the training of sales teams across a host of industries from direct sales to property to recruitment. Within the club's training syllabus, he connects the skills we teach to the professions you love so Debate London members can apply what they learn directly to their workplace. **Venue** Food and drink is available for order at the venue. There is a 15 minute drinks break and a 45 minute lunch break included in the running time. **Please do not bring external food or drink into the premises you will be asked to throw it away**

## **Start your weekend the right way — with fresh air, good company, and a gentle morning stroll through one of London’s most picturesque royal parks.** **Register here:** [https://www.eventbrite.co.uk/e/1988474623126?aff=oddtdtcreator](https://www.eventbrite.co.uk/e/1988474623126?aff=oddtdtcreator) We’re inviting **30 Outdoorsy guests** to join us for a calming winter walk around **St James’s Park** in Mayfair. It’s the perfect opportunity to ease into the weekend with like-minded people, beautiful scenery, and relaxed conversation. Breathe in the crisp air, enjoy the lake views and wildlife, and meet new friends in a setting that feels natural, peaceful, and wonderfully refreshing. As we wander around the **2km loop**, you’ll enjoy views of some of London’s most iconic landmarks: * The elegant **Blue Bridge** overlooking the lake * **Buckingham Palace** framed in the distance * The charming **pelicans and wildlife** St James’s Park is famous for * tree-lined paths and sweeping winter vistas It’s a soothing, scenic route designed to help you exhale and open up to new connections. After completing the **2km loop** around the park, we’ll stop at **St James’s Café** for a warm coffee and deeper conversation. This is where connections tend to unfold — unhurried, relaxed, and genuine. Your host **Davia** will greet everyone at **10am** at the **exact location** sent to ticket holders the evening before the event. After brief introductions, the group will set off on an anti-clockwise walk, which should take around **35 minutes**. Once at the café, guests are welcome to stay as long as they like. Daiva will be on hand until **11:30am** to facilitate introductions and make sure everyone feels included. A wholesome, calm, connection-filled start to the year. Bundle up, take a breath, and come walk with us. **Register here:** [https://www.eventbrite.co.uk/e/1988474623126?aff=oddtdtcreator](https://www.eventbrite.co.uk/e/1988474623126?aff=oddtdtcreator)

People matter – we all know that. But understanding others is not just a daily challenge but it’s a tall order, simply because we’re all so different. As we come in all shapes and personalities, getting along with everyone isn’t always easy. It’s a skill we can all improve and better. This session looks at how to: * improve your interactions with the people you live and work with * keep your cool with people who are difficult and critical * take charge of your own reactions and respond positively * strengthen your connections with friends and loved ones **This is a free 60-minute in-person seminar.** **If you would like to make a voluntary donation, please click** [here.](https://www.innerspace.org.uk/donations/ "https://www.innerspace.org.uk/donations/") \* I consent to my submitted data being collected and stored. We will process your personal data in line with the GDPR requirements and always store it securely and use it only for the purpose for which it has been collected. We will not pass on your details to any third parties without your consent.

A sick society calls darkness light, and light darkness. To survive, man must shroud his goodness, and live inside a self delusion. According to Carl Jung, The Shadow is that part of the unconscious mind comprised of all hidden and nefarious elements of the individual. A black cavern cast beneath the socially and self acceptable facade of one's outward facing personality, or Persona. In this darkness, the fears and follies of out childhood, our ancestors, and our society are alive and moving. Influencing us from behind the scenes, without us being aware. Even the positive traits we had to reject in adaptation to a sick society, are trapped within our Shadow. He argues that only facing it, engaging it, can transform these suppressed elements into useful parts of a more whole, energised personality. A more complete self, closer to the Divine. How can we escape self delusion, and come to know our Shadow? What are the dangers of working into the Shadow? In our society, what positive traits are people naturally repressing to be socially acceptable? Here is a video on this topic: [https://youtu.be/8S__1h2Z2xI](https://youtu.be/8S__1h2Z2xI) \*Please do your own research and share resources related to this topic in the comment section\* #======# Donation! Thank you for being a member. I have made a donation page for those who want to help with the costs. [https://examinedlife.uk/donation/](https://examinedlife.uk/donation/) #======# Group chat We have a telegram group chat and here is a link for the front door: [https://t.me/+o9T9DL5u6AcwMmRk](https://t.me/+o9T9DL5u6AcwMmRk) #======# The Examined Life, "Let's Discuss..." session is an open discussion. The format of this event will be: 13:15 - Free flow group discussion about the topic. 14:00 ish - We will be splitting into smaller groups for more engaging discussion about what interests each of you. 16:00 - End of the official meetup. Most often attendees stay and continue discussing up to around 18:00. #======# Please RSVP if you can commit to attending and change your RSVP if something comes up. Inaccurate RSVPs can keep potential attendees on the waiting list and makes it difficult to plan for room sizes and bookings. Art work: The Great Red dragon and the Woman Clothed in Sun 1805 William Blake

\#\#\#\# 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.

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/

2nd Sunday of every month, join us for a relaxed and fun language exchange, where meaningful conversations flow as freely as delicious coffee and tea! This isn't just practice; it's **accelerated progress** in a supportive setting, designed to quickly boost your **Mandarin, Cantonese and English** skills. **How We Make It Effective & Enjoyable:** * **Perfect Groupings:** We carefully match you with native speakers and learners at a similar level, ensuring comfortable and productive conversation practice. * **Forget awkward silences!** We provide fun, engaging discussion topics to spark lively chats and keep the conversation flowing. * **Maximise Your Practice:** Rotate between groups if you wish to connect with more people and strengthen your conversation skills! * **Expert Support:** Our experienced tutor is always on hand to help. 👌 **All levels welcome!** Native speakers and learners alike. 💛 Please support the cafe by buying a drink or snack while you are here - they've kindly let us use the space. We can't wait to welcome you! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Take your Mandarin beyond the exchange.** 🤝 If you’re looking for a bit more structure to go along with your conversation practice, let’s chat! We're offering **complimentary 1-on-1 advice sessions** to help you find the perfect learning path. Get a professional assessment of your level so you can study with confidence. **No commitment** required. [Book your Free Session](https://eu.bigin.online/org20070515371/bookings/course-advice) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **China Unbound** is the best place to learn practical Chinese for adults. While most schools prioritise grammar and writing, China Unbound empowers you to confidently communicate in Chinese in real-world situations. Join us and discover a fun, fast, and personalised way to master Chinese! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🤘 FAQs:** **I'm learning Chinese, are the sessions suitable for beginners?** Yes! Come and speak as much or as little as you like, or just come and listen! There is no pressure! **Are there any discounts for Chinese lessons for members?** Yes, you can use code MEETUP10 for your exclusive £10 discount on our [Chinese courses](https://china-unbound.co.uk/personal/) site-wide! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 每个月的第二个星期天，来加入我们，享受一场轻松又有趣的语言交流体验！在茶香与咖啡的陪伴下，开启一场自然流畅、充满收获的双语对话。 这不仅仅是练习，而是一种更快提升你英语水平的高效方式。我们为你打造一个轻松友好、真正有用的语言环境，让你的口语交流能力飞速进步！ **我们如何让语言交换高效又好玩：** * **精准匹配，聊天不尴尬**：我们用心将你和母语者或相近水平的学习者配对，确保每一次对话都轻松自在又高效实用。 * **话题有趣，轻松破冰**：拒绝冷场！我们提前准备了有趣又实用的聊天话题，让你一开口就停不下来，交流自然顺畅。 * **灵活轮换，提升更全面**：想多练一点？欢迎自由选择是否换组，认识更多人、接触不同语言风格，快速提升真实沟通能力。 * **专业老师现场支持**：我们的资深语言导师会在现场提供实时帮助，确保你在交流中不断进步、有信心开口！ **活动详情：** 🗓️ **时间**：每月第二个星期日 ⏰ **时段**：下午 2:30 - 4:30 💰 **费用**：免费参加 不只是练语言，这里还有文化的碰撞、朋友的陪伴和成长的喜悦。现在就来加入我们，开启你的高效交流之旅吧！ **🤘 常见问题解答：** **我最后会不会一直说中文而一无所获？** -不会，因为我们的“快速聊天”模式鼓励大家用中/英文交换来交流。 **会员有折扣吗？** 有，欢迎你跟你学中文的朋友分享代码**Meetup10**，他们会获得10镑的独家折扣！

SCIENTOLOGY **TOOLS** **FOR LIFE** What if you had simple tools which you could use to improve your relationship with others? What if a step-by-step procedure could help you achieve your goals in life? What if you could learn the secret to mastering any subject you wanted to master? Come and find out!

Arabic Through Literature and Current Affairs One Thousand and One Nights & Contemporary Arabic Discussion Lesson Duration 2 hours per session • Hour 1: Literary Arabic (Reading & Translation) • Hour 2: Modern Arabic (Conversation & Debate on Current Affairs) ⸻ HOUR 1 — Arabic Literature (60 minutes) Objectives • Develop reading fluency in classical/standard Arabic • Understand literary structures and stylistic devices • Produce accurate and elegant translations Structure 1️⃣ Context & Vocabulary (10 min) • Brief cultural or historical background • Key vocabulary (classical, rare, idiomatic) 2️⃣ Guided Reading (20 min) • Reading aloud by teacher and students • Grammatical and stylistic explanations • Focus on: • Verb patterns • Sentence rhythm • Narrative connectors 3️⃣ Analysis (15 min) • Themes and moral lessons • Character roles • Narrative techniques • Links to broader Arabic literary traditions 4️⃣ Translation Workshop (15 min) • Collective translation • Discuss: • Literal vs literary translation • Register and tone • Alternative renderings HOUR 2 — Current Affairs Conversation (60 minutes) Objectives • Build spoken fluency in Modern Standard Arabic • Learn contemporary political, social, and media vocabulary • Express opinions clearly and confidently Structure 1️⃣ Warm-up & Vocabulary (10 min) • Key terms from: • News headlines • Social media discourse • Political or cultural debates 2️⃣ Listening / Reading Input (10 min) • Short news clip or article (Al Jazeera, BBC Arabic, etc.) • Identify main ideas and key arguments 3️⃣ Guided Discussion (30 min) Possible formats: • Open discussion • Structured debate • Role-play (journalist / analyst / public opinion) • Comparison with students’ countries Discussion skills: • Expressing agreement/disagreement • Clarifying opinions • Polite debate language 4️⃣ Reflection & Correction (10 min) • Correct common mistakes • Reformulate students’ answers in refined Arabic • Highlight strong expressions Homework (Light & Effective) Meeting at Pret A Manger 252 Tottenham Ct Rd, London W1T 7RB

Come and get the chance to speak in a supportive and friendly environment. Public Speaking will boost your confidence and give you more power to speak and to be listened to in both your personal and professional life. **What makes this public speaking session different from others you ask?** There is a strong emphasis on self-expression, creativity, trial and error, and most importantly, speaking practice! **What will you gain from this event?** * Gain confidence by overcoming your fear of public speaking * Learn to think on your feet with our Impromptu speaking format * Get feedback and improve your public speaking with a real audience * Tips and opportunities to practice: body language, voice, tone, pitch, uses of stories, use of pauses, humour, etc... **Here's how it works:** \*I may choose to change the format from time to time based on numbers, and to practice different aspects of public speaking in order to keep it challenging\* You will put your name in a hat/bowl and when your name is chosen, you will be asked to perform. You will speak for 2 minutes on a random topic given by the audience. This is called an impromptu speech. We will do 2-3 rounds of speaking followed by a feedback session at the end of the workshop. **Public Speaking suggestions:** TIP: Give your impromptu speech the following 3 sections below. 1. Introduction ("Today, I'm going to talk about....") 2. Body ("Here is my personal experience....") 3. Conclusion ("So, my key message is ....") Each speech is to be 2 minutes long. Audience size 10-15 people. You're not obligated to speak, although I may strongly encourage you to do so. **What to bring:** Yourself only- There are no mandatory necessities which you must bring. **Dress Code:** There is no dress code. It is best practice however, that you wear the attire for the occasion which you are practicing for. **Where to find us:** **Closest underground stations:** Bank, Monument, Liverpool Street, Aldgate - All 5 minutes walk away **Theatre Delicatessen** **107 Leadenhall Street** **EC3A 4AF** Should you have any problems locating the venue, please feel free to contact me before the start of the event. The event is wheelchair accessible. **\*Please note we start and end strictly on time\*** \*You will be refused entry beyond 7:10pm, so please reschedule if you should not make it\* **EVENT DURATION:** 3:45pm - Registration :: 4:00pm - Event start - 6:00pm - End **\*This event is FREE - for first timers only\* -** **FIRST TIMERS PLEASE NOTE:** You MUST book a free "First timer" ticket through Eventbrite and present this on attendance. Failure to do so means that you will need to pay £15. This is a measure intended to keep control of the number of students attending the event. **Cost: £15 per session** **First-timers only discount: £35 for 5 sessions**. Please speak to the organiser for registration. (These can be used within 60 days and you can attend any of our public speaking practice sessions on any day.) **Payment methods:** Cash in hand, Card reader, Pay on www.veespeak.co.uk ***Marketing and email subscription disclaimer:*** *We value your privacy, and would never we will never share or sell your details to a 3rd Party.* ***Email Subscription:*** *By signing up and attending our events you explicitly agree to be contacted by email from Veespeak's marketing team regarding our newest courses, discounts, and upcoming events. You can always opt-out if you feel the information shared is no longer relevant to you.* We may take pictures or record sections of the workshops for training and quality purposes. We will never use this information without your prior consent. **Website & Social Media:** *Website: [www.veespeak.co.uk](http://www.veespeak.co.uk/)* *Instagram: @veespeak - [https://www.instagram.com/veespeakps/](https://www.instagram.com/veespeak/)* *Facebook: @veespeak - [https://www.facebook.com/veespeakps/](https://www.facebook.com/veespeak/)* *Linkedin: @veespeak - [https://www.linkedin.com/company/veespeakps](https://www.linkedin.com/company/veespeak)* *Meetup Group: [https://www.meetup.com/veespeak](https://www.meetup.com/veespeak)* **Contact Information:** Email: hello@veespeak.co.uk Contact No: 07713 123321 Valentin Todorov - Organiser

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

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 ).

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.

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.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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.

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