DAX Power BI

Dig your roots deeper and create the safety, security and trust you need before the fiery season of summer begins. **Join for the full 6 week series or 1 journey at a time.** *Each week Chris Dub will offer a beautiful combination of Kundalini & Yin Yoga plus Healing Soundscapes for each of you to be immersed in. You will also get to choose what Toro "Qi" Meditation Cushion you would like to use, to build your qi throughout your practice with the incredible "Toro" Qi building technology.* Join us each week for a Kundalini Yin Yoga Journey themed around the Root Chakra, as we find more stability, security, trust, safety and strength in ourselves. Create positive change for yourself one yoga posture at a time. Each class we aim to spur on the type of grace that leads to unconditional loving acceptance of yourself. You will be given the safe space to open up your mind, process your current life experiences, rejuvenate your spirit, access your creativity, grow your faith and become immersed in source awareness. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **This series will focus on reseting your nervous system through specific Kundalini Kriya's and a Guided slowing down of the fast paced, anxious energies we can get caught up in through our day-to-day. We will bring in radical acceptance of, and a surrender to, what 'is'.** **This surrendering to reality as it actually 'is' supports you to see the road to living in presence. It will become more and more apparent that there is nowhere else you want to be, and you'll be able to more easily remain here.** **Each journey you will calm your nervous system, ground, centre and open up your heart in real time. Allow yourself to move through stagnant energies in a conscious and loving way, to get your vital life force energy flowing with grace.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We will engage in particular kriya's, asana's, pranayama's, bhanda's (body locks), mantras and meditative techniques to support in awakening your kundalini in a graceful way & mastering your nervous system, mind, breath and your inner world. This is an integrative experience first and foremost, so we take our time to move forward with a gentle potency. You are encouraged and celebrated to move at your own pace. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- .:: 𝗦𝗵𝗶𝘃𝗮𝘀𝗮𝗻𝗮 ::. Every class will have a deep, rejuvenating and integrative shivasana experience with soundbath, which will be different each week including gong, shruti box, steel tongue drum, crystal harp, crystal bowls, shamanic drumming, water stick, medicine songs and more. **.:: 𝐄𝐧𝐞𝐫𝐠𝐲 𝐄𝐱𝐜𝐡𝐚𝐧𝐠𝐞 ::.** **𝐊𝐮𝐧𝐝𝐚𝐥𝐢𝐧𝐢 Yin 𝐘𝐨𝐠𝐚** (per class journey) $30 ($33.90 w/ tax) for 1 in-person journey (7:00 – 8:30 PM) $50 ($56.50 w/ tax) for a 2-journey pass (2 classes to be used in this 4 week series) $15 ($16.95 w/ tax) per zoom journey ***NEW 4 Class Pass*** $88 ($99.44 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (In-Person or Online) $40 ($45.20 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (Online Only) **𝐄𝐧𝐭𝐢𝐫𝐞 6 𝐖𝐞𝐞𝐤 𝐒𝐞𝐫𝐢𝐞𝐬** Early Bird: $120 ($135.60 w/ tax)) in-person (includes the online zoom link) ends Feb 13th Regular Exchange: $130 ($146.90 w/ tax) in-person (includes the online zoom link) Zoom Classes: $50 ($56.50 w/tax) for all 6 E-Transfer to chris@chrisdubkundalini.com the amount w/ taxes or pay via eventbrite **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** **.:: 𝐓𝐢𝐦𝐢𝐧𝐠 ::.** **6 Journey 𝐘𝐨𝐠𝐚 𝐒𝐞𝐫𝐢𝐞𝐬** **\~ Begins: Monday, May 11th** **\~ Ends: Monday, June 15th** Each class is 7:00-8:30 PM Arrive between 6:35 - 6:55 PM to get settled (Doors close at 7:05 PM) **Located @ The Soul Sanctuary (303 Pape Ave)** **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** ***Come as you are and bring a water bottle, yoga mat (mats available) and wear comfortable clothing (optional: cushion, blanket).*** **.:: 𝐀𝐛𝐨𝐮𝐭 𝐂𝐡𝐫𝐢𝐬 𝐃𝐮𝐛 ::.** **Intuitive Healer, Certified Kundalini & Hatha Yoga Teacher, Transformational Teacher & Guide, Quan Yin Energy Healer & Plant Medicine Ceremony Facilitator** Chris is devoted to cultivating and holding space for you to become more aware of your mental blocks and repressed emotions, which allows this energy to transform into a higher understanding of one’s self and your interconnectedness to all of nature. The result is a high degree of self love which leads to a letting go of past pain, hurt and trauma. Experience increased energy flow and creativity, zest for life, calmed nervous system, amplified self worth and deeper, more meaningful relationships. Chris is Yoga Alliance, KRI Certified, 3rd Lvl Babaji Kriya Yoga Initiate & holds a Diploma in Social Work. He teaches Kundalini Yoga, Meditation, Self-Awareness Practices, Sound-Healing and Breath-Work classes and events. Chris facilitates transformational retreats and deep healing ceremonies, he also hosts the Sacred Brotherhood Men’s Group and Women’s & Men’s Love Circles. Chris has undergone intensive breath work, bodily cleansing, meditation and self-inquiry to move through chronic pain and find deeper depths of self-love since 2009. Chris is passionate about supporting you to bring self-awareness and energy flow practices to your daily life so you’re internal GPS can always be online, guiding you to the most heart nourishing and fulfilling experiences.

**Welcome to Miss Bachata & Miss Salsa!** **Spring is in the air, and with it comes the promise of new beginnings, fresh energy, and the joy of connection!** As the season of renewal unfolds, we invite you to step into the rhythm of community, dance, and celebration at Miss Bachata & Miss Salsa. My objective has always been to create a different kind of social gathering—one that is open, non-judgmental, and safe. A place where you can meet people just like you, where socializing and dancing come together to help build community and tear down the walls that separate us. Here, we make new friends, feel a sense of belonging, and enjoy the calmness that comes from knowing we are in a safe and welcoming space. Many times, I have been asked, “Why host an event on Monday night?” Many people escape on the weekend and dread Mondays when they return to work. I believe that if you dance and socialize on a Monday, you infuse your week with joy and positive energy, giving your life balance and helping you face your challenges with enthusiasm and confidence. We’re also thrilled to announce that our trial of advanced Bachata lessons, which began last September, has been a resounding success! Building on this momentum, we’re excited to offer an enhanced schedule for 2026. Our dance evenings will now feature three hours of classes: one hour of beginner to intermediate Bachata, one hour of advanced Bachata, and one hour of beginner to intermediate Salsa. As always, the entrance fee remains $15 for a night of 2 lessons and social dancing. For those interested in the advanced Bachata lessons, there will be an additional $5 fee. Here’s our updated schedule: **Miss Bachata – Main Ballroom** 🕖 7:00 pm – 8:00 pm: Beginner to Intermediate Bachata Lesson (No partner required) 🕗 8:00 pm – 12:00 am: Social Dancing **Miss Salsa – Round Room** 🕖 7:00 pm – 8:00 pm: Advanced Bachata Lesson (+$5) **NEW** 🕗 8:00 pm – 9:00 pm: Beginner to Intermediate Salsa Lesson 🕘 9:00 pm – 12:00 am: Social Dancing ✨ **Additional Details:** ✔️ Free Parking ✔️ Full Bar (Free Water, Beer: $5.75) Over the past decade, organizing Latin dancing events in Mississauga has been a labor of love. Our mission has always been to foster a sense of community, proving that the connections we share are far stronger than the differences that divide us. Loneliness is a growing concern, with over half of U.S. adults and many Canadians experiencing its effects. The COVID-19 pandemic has only heightened this issue. Harvard University's long-term study on happiness, which began in 1938, highlights the detrimental impact of loneliness on health. People with strong social connections experience slower mental and physical decline and greater overall happiness compared to those who are isolated. Here are some key findings from the study: 🌿 Close ties help delay mental and physical decline more than money, fame, social class, IQ, or genetics. 🌿 Relationship satisfaction is a better predictor of aging well than cholesterol levels in middle age. 🌿 A strong sense of community improves memory function. 🌿 Loneliness can be as harmful to health as smoking or alcoholism. And there’s hope! Strengthening our relationships and supporting community initiatives can combat loneliness and build healthier, happier lives. Miss Bachata & Miss Salsa provides a wonderful opportunity to make new friends, expand your social circle, and enjoy a safe, welcoming, authentic environment. Bring your open heart and a smile, and we’ll take care of the rest. 🌸 **Cheers to a season of renewal, joy, and community!** 🌸 **Anna G.** https://www.facebook.com/groups/1871491806494168/ https://www.facebook.com/EventsByAnnaG

Welcome to **Rainbow Toastmasters Toronto**! Join us for a fun and welcoming public speaking event at **St. Andrew's United Church, Toronto**. Whether you're a seasoned speaker or just starting, our diverse group of members will provide a supportive environment for you to improve your communication skills. Come share your stories, practice your speeches, and meet new friends in a safe and inclusive space. Don't miss out on this opportunity to grow personally and professionally. See you there! At each meeting, we have speakers present a 5- to 7-minute prepared speech, followed by an opportunity for members and guests to participate in presenting an impromptu 2-minute speech, delivering a joke or quote, or getting involved in other ways. The meeting agenda is structured by a Rainbow Toastmaster, who provides a meeting theme, along with some roles (such as a joke or a quote) that follow from the chosen theme. We start promptly at 7:00 pm, so arriving between 6:30 and 6:45 would be appreciated. Guests are welcome to participate when comfortable.

⚠️日本語の案内は下にあります⚠️ 🎟Fee: $5 🌱Payment: Cash or E-transfer If you choose E-transfer, we recommend sending it **before** arrival to: ✉️canasianstation@gmail.com 🗣Event Style ・This event is 18 + only ・Group-based language exchange ・Small groups of 3–4 people ・Use both Japanese and English to communicate 🕒Schedule 6:15 – 6:30 Check-in 6:30 – 7:10 Round 1 7:10 – 7:15 Seat change 7:15 – 7:55 Round 2 7:55 Wrap-up 💫Friendly Guidelines • Participants with 2 no-shows may be removed from future events • This is not a dating or matchmaking event. You cannot request specific people to talk to. If you have an NG (someone you prefer not to be matched with), please let us know in advance • Photos may be taken for Instagram and event pages. If you do not wish to appear in photos, please inform the organizer beforehand • Harassment, discrimination, sexual harassment, solicitation, or inappropriate behavior is strictly prohibited. If you notice any issues, please inform the organizer 🤝About This Event (Important) This is a group-based Language Exchange event. • One-on-one conversations with Japanese participants • Conversations with participants of a specific nationality ➡️are not guaranteed. 🎟️参加費：5ドル 🌱支払い方法：現金 or E-transfer ※E-transferをご利用の方は、到着**前に** ✉️Canasianstation@gmail.com へ送金していただくことを推奨しています 🗣️イベント形式 3〜4人のグループで、日本語と英語を使った国際交流🌏※本イベントは18歳以上限定です。 🕖タイムスケジュール 6:15 – 6:30 Check-in 6:30 – 7:10 第1ラウンド 7:10 – 7:15 席替え 7:15 – 7:55 第2ラウンド 7:55　解散 💫参加にあたって ・2回以上のNo-show（キャンセル無しの無断欠席）があった場合、以降の参加をお断りします ・本イベントはデート・マッチング目的の場ではありませんので、特定の「話したい人」の指定はできません。 ※NGの方がいる場合は、事前にお知らせください ・Instagram・イベントページ用に写真撮影を行う場合があります。写りたくない方は事前にお知らせください ・セクハラ、差別的発言、嫌がらせ、勧誘行為は固く禁止しています。もし見かけた場合は、主催者までご連絡ください 🫶イベントについて 本イベントは Language Exchange（言語交流）を目的としたグループ形式のイベントです。 ・カナダ人との一対一での会話 ・特定の国籍の参加者との会話 →これらを保証するものではありません。

Python Toronto is back! Join us for our May meetup at the **Thomson Reuters office at 19 Duncan Street, Toronto, ON M5H 3H1 on Thursday, May 21, 2026 at 6:00pm!** If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: **May 21, 2026, 6:00pm to 8:30pm.** * Where: **Thomson Reuters Office - 19 Duncan Street, Toronto, ON M5H 3H1** Come early to enjoy **snacks** and **drinks** provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

We know you have a stash of unfinished WIPs and UFOs, but can't find the motivation to finish them. Come out and stitch with us! We'll be hosting a bi-weekly social stitch night to allow for folks to body double while knitting, crocheting, drawing, and more! It's a great opportunity to meet new people, exchange tips and tricks, all while working through your backlog of projects. Don't have a fiber project? Bring a canvas, ipad, some blank sneakers, or any other project. Seating fee of $5+tax/person. If you do not RSVP for the event OR pre-purchase your event ticket on our site by noon on the day of the event the price will be $8+ tax. Hope to see you there!

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/tech-week-toronto-ai-business-tech-finance-networking-event-tickets-1988794903092 Come join us at Tech week for Toronto AI,Business,Tech & Finance Networking Event to connect with Professionals and entrepreneurs. **Welcome to the Toronto AI, Business, Tech & Finance Networking Event!** Join us for an evening of Toronto Tech Week of dynamic networking, knowledge sharing, and collaboration right in the heart of Toronto. This in-person event will take place at **Oria On King** , a stylish high end venue perfect for connecting with like-minded professionals in the AI,Business, Tech, and Finance industries. Whether you're looking to expand your network, explore new opportunities, or simply engage with fellow enthusiasts, this event is the place to be. Meet and interact with some of the brightest minds in the industry, including entrepreneurs, innovators, and professionals driving the future of Business,Technology and Finance through AI-driven solutions. Don’t miss this chance to expand your horizons and make meaningful connections! **Event Highlights:** * **Networking Opportunities**: Connect with industry leaders, investors, and entrepreneurs shaping the future of AI, technology, and finance. * **Collaboration Opportunities**: Explore new ventures and partnerships in AI and finance technology by engaging with like-minded professionals. * **Cutting-Edge Trends**: Discover the latest advancements in AI technologies and fintech developments, and how they are transforming the finance,tech, and business sector. **Date & Location:** * **When**: Thur, May. 21st, 2025, 7:00 PM- 10PM * **Where**: Oria On King This exclusive event offers a golden opportunity to elevate your journey in technology and finance. Join us for an unforgettable evening of innovation, networking, and exploration. 🚀 #TechFinanceExpo #AIInnovation #NetworkingRevolution #FinTechConnect **Who Should Attend?** * **Professionals**: Expand your network in a vibrant and engaging environment. * **Job Seekers**: Discover new opportunities or connect with future employers. * **Recent Graduates**: Get insights from industry experts and build your professional network. * **Entrepreneurs & CEOs**: Forge new partnerships and exchange insights with other business leaders. * **Investors**: Find promising ventures and startups ready for investment. * **Project Managers & Startups**: Collaborate on new projects or recruit the talent you need. * **Media Professionals**: Connect with industry innovators and influencers. **Stellar Socials Experience:** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. **Join Our Community:** * **Instagram**: [@stellarsocialsbylimitless](https://www.instagram.com/stellarsocialsbylimitless/) * **Facebook**: [Stellar Socials by Limitless](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) * **TikTok**: [@stellar.socials](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) **Notice of Photography**: *Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.*

Get ready for an electrifying lineup of live tribute concerts at **Rama Gaming House Scarborough**. The **RGH Powerplay Series** brings legendary rock, pop, and soul to the stage with some of the most authentic tribute artists and bands in Canada. If you love classic hits, high-energy live performances, and unforgettable nights out in Scarborough, this series is for you. 🎶 **April 25 – Philcos** **25 Years of Live Music Excellence** Kick off the series with the seasoned sounds of Philcos. With over two decades of stage mastery, this band delivers a high-caliber performance covering a massive range of hits. Experience the precision, soul, and infectious energy that has made them a staple of the live music scene for 25 years. *Perfect for fans of premium live music and dance hits in Scarborough.* 🎤 **May 16 – The Beatle Band** **Relive The Beatles Live** Step back into the 1960s with the ultimate tribute to the Fab Four. The Beatle Band captures the look, the sound, and the magic of the British Invasion. From "She Loves You" to "Hey Jude," enjoy a nostalgic journey through the greatest discography in rock history. *A must-see Beatles tribute concert in Scarborough.* 👑 **June 06 – Memories of the King** **A World-Class Elvis Tribute Starring Bruno Nesci** Experience the charisma and vocal power of the King of Rock ‘n’ Roll. Starring the internationally acclaimed **Bruno Nesci**, this world-class tribute brings the 70s Vegas era to life with iconic costumes and show-stopping hits like "Suspicious Minds" and "Can't Help Falling in Love." *The premier Elvis Presley tribute experience in Scarborough.* 🎟 **Why Attend the RGH Powerplay Series?** * **Only $20 per ticket** (Limited Early Bird tickets with 25% off) * **Top-tier live concerts** in the heart of Scarborough * **Doors open at 7PM** – arrive early for the best spots * **High-energy performances** from world-class tribute acts * **Perfect night out** for music lovers and friends * Enjoy Pizza, Chicken Wings or Burger for just **$9.99** * **3 RGH Beers for only $10** Whether you are a fan of 60s nostalgia, classic rock, or the golden era of Vegas, the **RGH Powerplay Series** offers something for every music lover. Don't forget to sign up for **House Rewards** on-site to claim your **RGH Passport to Excitement!** 🎫 **Buy your tickets now and secure your spot.** These shows will sell fast. Visit **[ramagaming.com/events](https://www.google.com/search?q=https://ramagaming.com/events&authuser=2 "https://www.google.com/search?q=https://ramagaming.com/events&authuser=2")** or purchase in-house at 991 Kennedy Rd.

**Learn to see the system, not just the problem** ​Complex challenges rarely live in one place; they span teams, touchpoints, and invisible connections. ​This session is a hands-on introduction to systemic design: an approach that combines systems thinking and design to help us better understand and work within complexity. In this interactive, learning-by-doing session, you’ll explore how systems thinking and design come together to tackle complex organizational challenges. Instead of jumping straight to solutions, we’ll step back to see the bigger picture - uncovering relationships, identifying patterns, and finding leverage points where thoughtful design can create meaningful impact. ​You’ll work through a practical case, collaborate with others, and leave with new ways of thinking about problems that don’t have simple answers. **👉 To secure your spot, please register via [Luma](https://luma.com/lqfccdiw):** https://luma.com/lqfccdiw (*Meetup RSVPs don’t guarantee a seat*) ​**What you’ll learn** * ​Core principles of systemic design (interconnectedness, leverage points, human-centered thinking) * ​How to map systems and uncover underlying dynamics * ​How to identify patterns and opportunities for intervention * ​How to move from complexity → clarity → action ​**Who this is for** * ​Designers who are tired of surface-level problem solving * ​People who jump to solutions (you know who you are) * ​Anyone curious about how ideas *actually* come together * ​Professionals who want to nerd out, experiment, and learn by doing ​ ​**Format** ​This is a **hands-on workshop**, not a lecture. Come ready to participate, think visually, and collaborate with others. We’ll have pizza and pop — come hungry :) ​ **Agenda** ​5:30 – 6:00 pm \| Arrival \+ settle in ​6:00 – 7:30 pm \| Workshop session ​7:30 pm onwards \| Stay back and connect **Location** ​Career Centre Lounge (Room 287), Rotman School of Management ​105 St. George Street, Toronto ​**In collaboration with Rotman’s Business Design Initiative (BDI)** ​Led by [Emma Aiken-Klar](https://www.linkedin.com/in/emma-jo-aiken-klar-phd/?utm_source=luma), with Service Design Drinks Toronto ([Shivika Sood](https://www.linkedin.com/in/shivika-sood/?utm_source=luma)), this session explores systemic design in a hands-on, practical way. [Service Design Drinks Toronto ](https://linkedin.com/company/sddtoronto?utm_source=luma)is a community of practice - a space to learn, experiment, and connect through service design in an open, accessible way.

To register, please visit https://www.bnibusinessconnectionsone.com/ • What we'll do Doors open: 6:45 am Structured meeting: 7:00 am - 8:30 am (We start and stop on time.) - Informal Networking - President’s Welcome - Leadership Team Introductions - Education Moment: 2-minute talk on a networking topic - Weekly Presentations (45-seconds per member and guest- pitching your own services) - VP’s Report: Chapter Performance Update - Reports: Treasurer and Membership Committee - 5-Minute Break - 10-Minute Feature Presentation by a Member - Passing of referrals, testimonials, thank yous to guests - Presenter’s Gift Draw - Close OUR GUARANTEE: Business Connections One are full of life, laughter and learning! • What to bring What you’ll need to do as a visitor: - Plan a 45 second (100 words) infomercial on your business and what makes a good referral. - Bring about 40 business cards for circulation to the group. - Pay $30 in cash or cheque at the door (or via Paypal on this site) • Important to know

Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: The Pint Public House Nearest Subway: Union Station Map / Directions: https://maps.app.goo.gl/G5GfXDSQXeifJ5ot5 We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

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

We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

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

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.