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Discover all the exam preparation events taking place this week here. Plan ahead and join exciting meetups throughout the week.

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Exam Preparation Events Today

Join in-person Exam Preparation events happening right now

Free Personality Analysis - Find Your Strengths and Weaknesses
Free Personality Analysis - Find Your Strengths and Weaknesses
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/
Free Chinese English Language Exchange 语言交换
Free Chinese English Language Exchange 语言交换
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!
Personality Testing & Consultation
Personality Testing & Consultation
\#\#\#\# 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.
Weekend Cricket Match
Weekend Cricket Match
Join us for a cricket match organized in East London by Millwall Stars CC (https://millwallstars.play-cricket.com/home) Don't miss out on this fantastic opportunity to be a part of the East London cricket scene and make a difference together We are looking for players of all levels as we run 3-4 teams every weekend. If you are interested to take part, please reach out to Himanshu Singh at 07466491118
Sunday Afternoon Tea and a Film
Sunday Afternoon Tea and a Film
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!

Exam Preparation Events This Week

Discover what is happening in the next few days




Arabic Literature and Current Affairs
One Thousand and One Nights .£15 per hr
Arabic Literature and Current Affairs One Thousand and One Nights .£15 per hr
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
Bayes Toastmasters regular meeting
Bayes Toastmasters regular meeting
## Details Curious about public speaking or want to improve your communication skills? Networking events make you feel anxious? Join a Cass Toastmasters club meeting at Bayes Business School at 18.15, ready to start for 18.30 sharp each second and fourth Monday of the month. Through interactive sessions guests will have the opportunity to observe and learn more about Toastmasters educational methods and how its members practice to improve communication and learning public speaking in a supportive and friendly environment. And if they feel comfortable test their skills with a small practice exercise! Guests are welcomed! If you want to attend or have any questions, feel free to contact us at [bayestoastmasters@gmail.com.](http://bayestoastmasters@gmail.com./) We hope to see you there!
🗣️ Arabic Practice Circle: Social & Structured Session
🗣️ Arabic Practice Circle: Social & Structured Session
A regular meetup for those committed to practising and improving their Arabic. It is designed for those who know the very basics and want a structured opportunity to practise reading, listening, speaking, and building confidence. If you're still learning the very basics but want some motivation to keep going, you're very welcome to join. Note: This is a practice group facilitated by a native speaker - not a formal teacher or taught class, and not a Quran teaching session. 📚 SESSION FORMAT: ⏱️ 30 mins Intro & Social: We'll go around and introduce ourselves in Arabic. Feel free to prepare 2-3 sentences beforehand if you don't like being put on the spot! 🗣️ 60 mins Structured Practice: A focused session practising together with guidance : ◾ Taking turns reading passages aloud ◾ Listening to excerpts from an audiobook ◾ Working together to translate and understand the text 💬 Continued Socialising: Feel free to stick around afterwards for more informal chat and connection. ✊ Note: Active Muslims is equally about focusing on the actual activity, in this case, it is a practice session requiring mental engagement and active participation (and not just a social), therefore it is advised to approach and attend these events with that mindset, intention and purpose. 📍 LOCATION: Barbican ⌚ MEET: By the cafe G Level (Benugo) ⏱️ TIME: Meet from **11:00am** for intros and socialising. The practice session starts promptly at **11:30am** insha'Allah. 🎒 What to bring: 📚 Any Arabic texts you would like to read 🎧 Headphones (optional, if you prefer listening privately) ➖➖➖➖➖➖➖➖➖➖➖➖ If you can no longer attend, please update your RSVP to free up your spot for someone on the waiting list. ➖➖➖➖➖➖➖➖➖➖➖➖ 🌐 **[@Active.Muslims](https://www.instagram.com/active.muslims)** *(Follow for latest events updates)*
GREEN £5 🌲🌳🌱🌿 WALK: HORNIMAN GARDENS and DULWICH PARK and WOODS
GREEN £5 🌲🌳🌱🌿 WALK: HORNIMAN GARDENS and DULWICH PARK and WOODS
ENJOY THIS UNIQUE WALK IN STUNNING GREEN SPACES. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **WALK START: Forest Hill Railway Station** (National Rail and London Overground - Travel Zone 3) WALK ROUTE: Today we walk through the contrasting scenery of Horniman Gardens, Dulwich Park, Sydenham Woods Sydenham Wells Park and Crystal Palace Park. WALK DISTANCE: Approx 6 miles. WALK FINISH: Crystal Palace Station ( National Rail and London Overground). STOPOUT POINT: Throughout the walk we will cross several London bus routes. **Scroll down to see Disclaimer and Notice of Risks.** ENJOY UNIQUE HEALTHY WALKS IN STUNNING GREEN SPACES OR ALONG WATERWAYS IN LONDON. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **COST of EVENT**: **All of the walks on this group are only £5 each to attend. Payment is not collected before the day of the event to allow you maximum flexibility.** **This walk is free for holders of the Ken's Events Membership Card.** Get out, explore and enjoy London's abundant green spaces and surprising surrounding countryside. Give up the city streets for a day and breathe some fresh air. Improve your overall fitness levels and make some new friends at the same time. Social Event: Our walks are social walks, where the emphasis is on meeting new people, enjoying nature, healthy exercise, and fresh air. Our walks are not interrupted with running commentaries or historical lectures, although occasionally features of significance may be pointed out. As such our walks will be continuous with few stops and it is your responsibilty to keep walkers ahead in view and to follow the direction of the walk. We always end the walk at a pub where the socialising can continue. Take this opportunity to visit green parts of London, unknown to most people, and that you would not otherwise have an opportunity to see. RISKS:Please dress appropriately for weather conditions and carry a bottle of water and necessary medication. You need to be moderately fit for this walk and be able to walk for four miles without a break. In these walks we use; pavements, cross busy roads, public parkland, towpaths alongside water, other public paths, and tracks through woodland and countryside. Please only wear good sturdy shoes, trousers are recommended, and take care as surfaces may be uneven, and some paths are also used by joggers and cyclists. Be wary of portruding tree roots and low overhanging branches. If you require insurance for these walks then you must arrange this yourself. No large dogs or small children please. Please arrive in good time to allow opportunity to use toilets at the start of the walk as there may not be any toilet breaks available during the walk. WANT TO COME ON ANOTHER WALK? For a list of future walks go to[ http://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/](https://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/) DISCAIMER All Ken's Events are subject to a disclaimer. Please click here [https://www.meetup.com/kens-events-explore-london-secrets/](https://www.meetup.com/kens-events-explore-london-secrets/) to find out more about Kens Events/Walks and click on 'read more' to see full disclaimer. Please post no pre-event messages unless you are posting something relevant for the whole group. Kens Events also has a facebook page. [http://www.facebook.com/Kens.events](http://www.facebook.com/Kens.events) When you arrive at the station look for Ken with Kens Events/Meetup Badge outside the station. WHAT IF THE WEATHER IS BAD? - Light rain is not a problem, only very heavy rain will lead to a postponement.
NEW BANK DETAILS - High Intermediate & Above LEBC 3-hrs Doubles Session
NEW BANK DETAILS - High Intermediate & Above LEBC 3-hrs Doubles Session
***Important that you turn on your Meetup Notification for messaging!*** **New fees from 17 January 2026**: * Doubles Session Fee (3 hours): £14.00 * Late Cancellation Fee (4–24 hours’ notice before session start): 50% of full fee * No-Show Fee (less than 4 hours’ notice or failure to attend): 100% of full fee * ***Late cancellations or no-shows will also incur a fee, regardless of waitlist status*** **Payment**:- £14 (for 3hrs of badminton) * This can be made by cash on the day or by bank transfer to **Sort Code: 23-05-80** **account: 55411069** Name: **London East Badminton Club** Please ensure that you use your **Meetup name** and the **session date** as **reference**. This is so we can match the payment to you...thanks. **About the session** This session is for **High Intermediate and advanced players** looking to challenge themselves with competitive play using high-quality feather shuttlecocks. If you're a beginner, improver or intermediate player, we warmly invite you to join our other sessions tailored to your skill level and schedule. Come elevate your game in a dynamic and engaging environment! Please note, games must end promptly just before 5:00 PM The venue is approx. 10 mins walk from Leyton Station (turn left as you exit station and then make a right at Drapers Field towards Temple Mill Lane). If you're coming from Stratford Station, walk through Westfield towards Waitrose. Take the exit on the right called Celebration Avenue. Follow the road for several minutes and you will come to the entrance of the school on Temple Mill Lane which is on the right hand side. Still can't find it, call me on 07545 596305 If you are driving, there is a car park opposite the school. ***Please check parking fee*** There are also places in Leyton area that you can park for free. Please check road signages for timings. Simple "If" Rules: * If you want to attend, you must RSVP * If you want to bring a friend you MUST RSVP for them * If you do not RSVP, you will be turned away Please respect the session limit, they are for your own good as over crowdedness means less games for you! **Important Note:** Event is for **18 years and above only** to comply with Chobham Academy's safeguarding policy. You are responsible for your own safety and belongings. London East Badminton Club and Chobham Academy management are not liable for any injuries, lost items, or other incidents.
 Free* English conversation class at International café
Free* English conversation class at International café
Discover the World at International Cafe! We are a group of Christian volunteers set out to create a friendly community that welcomes everyone! Come and practice speaking English with our English speaking volunteers. You will learn more about British culture and discuss life with NEW topics each week. We also include a Bible story at the end of our sessions. At International Cafe, we start our meet up with Tea & Coffee and continue in engaging conversations. Each week, we'll look at NEW topics about British culture and history, so you can learn and socialize. Best of all, it's a free event and open to everyone! So mark your calendars: 🕕 Time: **Sunday at 2:30 PM** 📍 Address: ECIR OEA, Inspire at St James Questions? Text Organiser at 07708228436.
Coffee morning Holiday Inn
Coffee morning Holiday Inn

Exam Preparation Events Near You

Connect with your local Exam Preparation community

Psychic Development Series  II - Pueo Group
Psychic Development Series II - Pueo Group
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
Omnipresent Atheists Weekly Meetup (2nd Tues)
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 ).
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
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.
Omnipresent Atheists Weekly Meetup (4th Tues)
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.
Building Momentum: From Ambiguity to Execution
Building Momentum: From Ambiguity to Execution
**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.
In-Person Event: The Answers to Depression & Anxiety
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.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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