GIS

Warm welcome to MIITTI's Wellbeing for Women! Join us this week at Lapinlahdenpolku 8! Take a break from your routine and step into a special wellbeing workshop session with the MIITTI staff. This will be your chance to recharge, move your body, and clear your mind through a variety of engaging activities designed to support both your mental and physical wellbeing. It going to be more than just a workshop because it is an opportunity to connect, share, and spend meaningful time with others in a welcoming and supportive space. **IMPORTANT**: Spots are limited, so please make sure to reserve yours! Wellbeing for women means honouring your body, mind, and emotions with compassion and care. These wellbeing sessions will nurture and support your relationships, and make space for rest and growth, because true wellbeing empowers you to live confidently, authentically and in balance with your own needs. WHEN & WHERE: Monday 11th of May at 10-12 Tallipääty, MIITTI office at Lapinlahden Lähde Lapinlahdenpolku 8 00180 Helsinki (How to find us: The entrance to MIITTI's office is through the first door on your left-hand side when entering inside the yellow main building's courtyard.) Warm welcome! If you want to be part of the MIITTI community, follow us on our other platforms: WhatsApp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community! [Instagram](https://www.instagram.com/miitti1) [Facebook](https://www.facebook.com/miitti1) [Website](https://lapinlahdenlahde.fi/en/projekti/miitti)

**The Red Tent – an Empowering Circle for Women and Non-binary** *”Do you miss an opportunity to share your experiences, memories and desires as a woman in a safe circle?”* **IMPORTANT**: Spots are limited, please make sure to reserve yours! If you are not on the list, you will be kindly asked to leave. If you repeatedly register without showing up and cancelling in good time for someone else to participate instead, the host may choose to remove you from future events, so as to ensure fair access to the group. In our weekly Monday meetings, we will explore them together through somatic practices, dance, singing, painting, writing, discussing and lecturing. The 7x times workshop series will culminate in a voluntary exhibition of our own right at Lapinlahden Lähde. This is an open group, but to get the full experience, it is recommended to attend the entire workshop series. We follow the principles of safe space and no discrimination of any kind is accepted at the event. You can learn about them here: [https://unwomen.fi/turvallisemman-tilan-periaatteet/](https://unwomen.fi/turvallisemman-tilan-periaatteet/) [https://kansalaisfoorumi.fi/wp-content/uploads/safer-space-principles-poster-a3.pdf](https://kansalaisfoorumi.fi/wp-content/uploads/safer-space-principles-poster-a3.pdf) Please, come as you are, on time, and in comfortable clothes to move with. The language of instruction: Finnish and English The age range: all attendants from 18 years of age **WHEN:** Monday 4th of May – Monday 15th of June 2026 Time: 6.30pm–8.30pm **WHERE:** Tallipääty, MIITTI office Lapinlahden Lähde, Lapinlahdenpolku 8, 00810 Helsinki (How to find us: When inside of the front courtyard of the yellow main building, the door to MIITTI's office is the first one on your left-hand side.) Full list of dates: Mon 4.5. 6.30pm–8.30pm @ Tallipääty Mon 11.5. 6.30pm–8.30pm @ Tallipääty Mon 18.5. 6.30pm–8.30pm @ Tallipääty Mon 25.5. 6.30pm–8.30pm @ Tallipääty Mon 1.6. 6.30pm–8.30pm @ Tallipääty Mon 8.6. 6.30pm–8.30pm @ Tallipääty Mon 15.6. 6.30pm–8.30pm @ Tallipääty About the facilitator: Katariina Jumppanen studies Theatre Pedagogy Master at the University of Arts, and this workshop series is part of her teaching practice. If you have any questions, please do not hesitate to email: katariina.jumppanen@uniarts.fi Looking forward to see you! Katariina **Punainen teltta – voimaannuttava piiri naisille ja ei-binäärisille** ”Kaipaatko mahdollisuutta jakaa kokemuksiasi, muistojasi ja toiveitasi naisena turvallisessa piirissä?” Viikoittaisissa maanantaitapaamisissamme tutkimme näitä teemoja yhdessä somaattisten harjoitteiden, tanssin, laulun, maalaamisen, kirjoittamisen, keskustelujen ja luentojen kautta. 7 kerran työpajasarja huipentuu vapaaehtoiseen omaan näyttelyymme Lapinlahden Sairaalassa. Ryhmä on avoin, mutta täyden kokemuksen saamiseksi suosittelemme osallistumista koko sarjaan. Noudatamme turvallisemman tilan periaatteita, ja kaikenlainen syrjintä on tapahtumassa kielletty. Voit lukea lisää täältä: [https://unwomen.fi/turvallisemman-tilan-periaatteet/](https://unwomen.fi/turvallisemman-tilan-periaatteet/) Tulethan paikalle omana itsenäsi, ajoissa ja mukavissa liikkumiseen sopivissa vaatteissa. Tämä työpajasarja on osa opetusnäytettäni Teatteripedagogiikan maisteriopinnoissa Taideyliopistossa. Opetuskielet: suomi ja englanti Ikäraja: osallistujat 18 vuodesta ylöspäin Aika: maanantai 4.5. – maanantai 15.6.2026 Kellonaika: klo 18.30–20.30 Paikka: Tallipääty, Lapinlahden Lähde, Lapinlahdenpolku 8, 00810 Helsinki Jos sinulla on kysyttävää, älä epäröi ottaa yhteyttä sähköpostitse: katariina.jumppanen@uniarts.fi Lämpimästi tervetuloa mukaan! Katariina

**Haluatko oppia puhumaan selkeämmin, itsevarmemmin – ja vähän vähemmällä jännityksellä?** **Stadin Sanasepät** on suomenkielinen puhe- ja esiintymistaitojen treenikenttä, jossa opitaan puhumalla – ei istumalla passiivisena luennoilla. Meillä esiintytään, mokaillaan, pitchataan ja kehitytään turvallisessa ja kannustavassa ilmapiirissä. Tämä on hyvä paikka, jos haluat esimerkiksi: – saada itsevarmuutta esiintymiseen – sanoittaa omaa ajatustasi napakammin – treenata tulevaa työpaikan esitystä varten – kehittyä palautteen antajana (ja vastaanottajana!) – tai vaan oppia puhumaan ihmisille niin, että ne kuuntelee Saat oman mentorin, pääsyn kansainväliseen Toastmasters-materiaaliin – ja ennen kaikkea porukan, joka tsemppaa ja kulkee mukana. Vieraileminen on maksutonta eikä ennakkoilmoittautumista tarvita. Tule testaamaan, miltä tuntuu puhua yleisön edessä. Ei tarvitse olla valmis – kunhan haluat oppia.

¡Bienvenidos al curso gratuito de meditación Sahaja Yoga en español! Sahaja Yoga es una práctica de meditación que nos permite alcanzar un estado de equilibrio general, tanto a nivel físico como emocional y espiritual. El objetivo central es alcanzar y mantener el estado de conciencia sin pensamientos o silencio mental. Con práctica regular de meditación podemos establecer este estado en nuestro interior. No es necesario llevar nada al curso y puedes vestirte de ropa normal. Después de la clase podemos tomar té y hay tiempo para preguntas y conversación. Este video te ayuda a llegar al centro de Sahaja Yoga de Kamppi: https://vimeo.com/199566137 ¡Bienvenidos! Más información sobre Sahaja Yoga: www.sahajayoga.es

ENG (in Swedish below) **WHEN:** Group 1 (advanced): 12.1, 2.2, 2.3, 30.3, and 4.5 Group 2 (beginners): 19.1, 9.2, 9.3, 13.4, and 11.5 at 18:00 - 19:30 **WHERE:** Luckan, Georgsgatan 27, Helsingfors **HOW: The event is free of charge. Register here:** **[https://forms.gle/ai8BituyMyAkrLqq7](https://forms.gle/ai8BituyMyAkrLqq7?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEweVp1TEZkZFRvQlp5Rlh4T3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6sqzrrkBsE2DCnr_BRfH8GyxFagtgH_S_BlsbV-3uXQX059a7_x4-O3Ke3kg_aem_o5saCgVhaeN1ulJWs2jrFg)** Are you eager to practice your Swedish? Do you have an interest in literature? Join our Book Club in Easy Swedish to practice your Swedish and explore literature. Engage in lively discussions, read easy Swedish literature, and boost your language skills. Language Cafe Experience: Our book club is designed as a language cafe, where literature takes center stage. It's a relaxed and welcoming environment, perfect for individuals of all language levels. Whether you're a beginner or an advanced learner, you'll find inspiration, encouragement, and a place to enhance your language skills through engaging conversations. This study year, two researchers from Helsinki University will be shadowing the groups. The research is focusing on how texts in easy Swedish help participants learn the language. Flexible Attendance: No need to attend every session. Feel free to join us when you can, and each gathering will be a unique experience. *** SWE **NÄR:** Måndagar 12.1, 2.2, 2.3, 30.3 & 4.5 (mera avancerad) Måndagar 19.1, 9.2, 9.3, 13.4 & 11.5 (lätt) kl. 18:00 - 19:30 **VAR:** Luckan, Georgsgatan 27, Helsingfors **HUR: Gratis, men anmälan krävs. Registreringslänken [https://forms.gle/ai8BituyMyAkrLqq7](https://forms.gle/ai8BituyMyAkrLqq7?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEweVp1TEZkZFRvQlp5Rlh4T3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6H8tpFly0f644p5Mh4Cs6iTMHugdHz8HfiDodDueXq_r-7LHl-iLWwXzAgKg_aem_wlC7gMiEcPjWTTEgFDu1Hw)** Vill du öva din svenska? Har du ett intresse för litteratur? Gå med i vår bokklubb på lättläst svenska för att öva dina kunskaper i svenska och utforska litteratur. Delta i livliga diskussioner, läs lättläst svensk litteratur och förbättra dina språkkunskaper. Träffa andra som också lär sig svenska för att dela tankar, ställa frågor och ha meningsfulla diskussioner. Bokklubben är utformad som ett språkcafé, där litteraturen står i fokus. Det är en avslappnad och välkomnande miljö som passar individer på alla språknivåer. Oavsett om du är nybörjare eller mer avancerad användare, hittar du inspiration, uppmuntran och en plats där du kan förbättra dina språkkunskaper genom engagerande samtal. Det här studieåret har vi två forskare från Helsingfors universitet som skuggar grupperna. Deras forskning fokuserar på hur lättlästa texter hjälper deltagarna att lära sig svenska. Man behöver inte delta i varje träff. Kom gärna med när det passar dig.

We are happy to announce May's Helsinki Go Meetup hosted by **[Hive](https://www.hive.fi/)** \- Hive Helsinki is a free 18\-month software engineering program powered by Supercell and OP Pohjola\. Hive is all about learning by doing\, building\, and experimenting\. The studies are entirely project\-based\, and there are no teachers or tutors\. All the learning happens within the student community\, and everyone helps each other\. Hive prepares students for a career in tech\, or to go build something of their own\. (Subject to change) Event program: * 17:00 Doors open * 17:20 Introductions * 17:30 Talk 1: TBA * 18:00 Talk 2: TBA * 18:30 Talk 3: TBA * 19:00 Networking & discussions More details on the talks will follow closer to the event. Please keep your RSVP status up to date if it turns out you're not able to join. This way you're not holding a spot for somebody else. Names will be checked at the door. We're always open to new presentations, either full length (\~30-40min) or a lighting talk (\~7-15min). You can suggest a talk by joining the #finland channel in [Gophers slack](https://invite.slack.golangbridge.org/) or by contacting organizers directly.

Hosted by Smartly.io Sponsored by [incidentist.io](http://incidentist.io/) Joint event with Kubernetes Finland - register only in one group! https://www.meetup.com/kubernetes-finland/ **Agenda** 17:00 Doors open 17:30 Welcome / DevOps Finland & Smartly 17:45 Secured AWS access from baremetal Kubernetes / Nilanjan Roy, Ruiyang Ding, Erik Karsten @ Smartly 18:30 \*\*\* break \*\*\* 18:45 Running and Scaling the vLLM inference server optimally on Kubernetes / Esko Vähämäki, CTO and Co-founder @ ConfidentialMind 19:30 Free discussion 20:30 Doors close **Secured AWS access from baremetal Kubernetes** From long-lived secrets to identity: giving Kubernetes workloads AWS access the boring, safe way. A cross-team collaboration by DevOps Engineers at Smartly. Ruiyang Ding has experience across cloud, bare metal, and developer experience. He currently serves as an Interim Engineering Manager for the Developer Tooling team, while also working as a Senior DevOps Engineer in the Hybrid Cloud squad. Outside of work, he spends as much time as possible outdoors—hiking, cycling, and scouting next great camping spot. Nilanjan Roy is a Staff DevOps Engineer with extensive experience in designing and operating scalable, reliable infrastructure. He is known for driving operational excellence, enhancing system resilience, and enabling engineering teams to deliver efficiently at scale. He currently leads hybrid cloud initiatives at Smartly.io and pursues photography as a personal interest. Erik Karsten is a DevOps Engineer at Smartly, where he works on hybrid cloud infrastructure. He’s passionate about Linux, networking, and programming, and enjoys digging into complex systems problems. Outside of work, he spends time exploring Rust and NixOS. **Running and Scaling the vLLM inference server optimally on Kubernetes** Details coming up soon. I’m a seasoned technology entrepreneur and software architect. Over the past six years, I’ve helped launch and grow venture-funded startups—including Surrogate.tv and ConfidentialMind—to transform ambitious ideas into successful products. At ConfidentialMind, I’ve led the development of Kubernetes-based system for generative AI, leveraging open-source technologies to drive innovation and scalability. I believe that actively contributing to open-source community and sharing best practices fuels both individual growth and the broader tech community, enabling us all to build more robust and impactful solutions. **Streaming:** https://youtube.com/live/h02y_32BcQM?feature=share **Join our Slack and other channels:** https://www.devopsfinland.org/ **LinkedIn:** https://www.linkedin.com/company/102919614

Hosted by [Smartly.io](http://smartly.io/) Joint event with DevOps Finland - register only in one group! [https://www.meetup.com/devops-finland/](https://www.meetup.com/devops-finland/) **Agenda** 17:00 Doors open 17:30 Welcome / Cloud Native Helsinki & DevOps Finland & Smartly 17:45 Secured AWS access from baremetal Kubernetes / Nilanjan Roy, Ruiyang Ding, Erik Karsten @ Smartly 18:30 \*\*\* break \*\*\* 18:45 Running and Scaling the vLLM inference server optimally on Kubernetes / Esko Vähämäki, CTO and Co-founder @ ConfidentialMind 19:30 Free discussion 20:30 Doors close **Secured AWS access from baremetal Kubernetes** From long-lived secrets to identity: giving Kubernetes workloads AWS access the boring, safe way. A cross-team collaboration by DevOps Engineers at Smartly. **Running and Scaling the vLLM inference server optimally on Kubernetes** Details coming up soon. I’m a seasoned technology entrepreneur and software architect. Over the past six years, I’ve helped launch and grow venture-funded startups—including [Surrogate.tv](http://surrogate.tv/) and ConfidentialMind—to transform ambitious ideas into successful products. At ConfidentialMind, I’ve led the development of Kubernetes-based system for generative AI, leveraging open-source technologies to drive innovation and scalability. I believe that actively contributing to open-source community and sharing best practices fuels both individual growth and the broader tech community, enabling us all to build more robust and impactful solutions. **Join DevOps Finland Slack and other channels:** [https://www.devopsfinland.org/](https://www.devopsfinland.org/) **LinkedIn:** [https://www.linkedin.com/company/kcd-helsinki/](https://www.linkedin.com/company/kcd-helsinki/) **NOTE:** The event will be live-streamed on the Cloud Native Nordics YouTube. **NOTE:** Signing up for the event gets you a seat at the onsite event. **NOTE:** Pictures might be taken during the event and be published to this meetup page. Also there will be a livestream during the event which picks up audio from the space. If you do not want to be included in any pictures, please let the organizers know.

Tiivis katsaus Copilot-agenttien hallintaan Microsoft 365:ssä: missä agentit elävät, miten hallinta ja tietoturva pidetään kontrollissa, ja mitä päätöksiä kannattaa tehdä heti alussa. Mukana käytännön kokemuksia hallintamallien rakentamisesta (lisensointi, roolit, vastuut ja elinkaaren pelisäännöt) sekä konkreettisia parhaita käytäntöjä, joilla agentit saadaan skaalattua halitusti. Puheenvuorossa Marko Rosberg, Creativus Oy **Liity mukaan Teamsilla:** [https://copilotbuzz.com/miitti](https://copilotbuzz.com/miitti)

【IMPORTANT SUMMARY】 * The purpose of social games is to know some people, do some exercise and enjoy the games together with others. Winning and getting points is not the focus of this session. Please play with consideration to your opponents' level. * Please purchase your slot through this link [https://7538e9.myshopify.com/](https://7538e9.myshopify.com/) 【SIGN-UP SYSTEM】 * Please sign up and pay through this link. [https://7538e9.myshopify.com/products/social-game](https://7538e9.myshopify.com/products/social-game) * We don't use the signup system on Meetup.com anymore. (Neither the waiting list) * It says this event is full on this meetup page, because I didn't open any slots here for you to sign up. You have to check this [sign-up page](https://7538e9.myshopify.com/products/social-game) to see if there is still a slot available there. * The background of using an external sign-up and payment system is because Meetup.com introduced a service fee to increase 21% of the fee in May 2023, and we want to reduce this cost. 【FEE and REFUND POLICY】 * Fee includes courts and plastic shuttles. Please sign up and pay before you come. NO refund if you do not cancel until 48 hours before the event. * Racket: bring one or rent one at the counter. * You can put a comment to sell your slot after the deadline of refund, or sell your slot in our whatsapp group. * No matter the reason is sickness, accident or anything, the group or I will not afford the cost caused by your absence. * Of course you CAN'T ask me, "Can I sign up for free for next week because I didn't come to use my slot this week?". Please remember, the court booked for you was there and it costs money. The court doesn't simply become "free of charge", just because you didn't come to use it. 【COMMUNICATION】 * Communication: our whatsapp group [https://chat.whatsapp.com/JJQbJlisbcj5YDnlcSu347](https://chat.whatsapp.com/JJQbJlisbcj5YDnlcSu347) * There are too many spams, so I only accept +358 number to join whatsapp group. Numbers from other countries will all be rejected. 【OTHERS】 * Please always keep 1 meter away from those courts where people are playing. Never step into the corners of other courts! If I see you do this, I probably will yell at you! * If you have some questions, you can put your questions in the comments on the event page. People will respond. * We play double games to 21 points. After each game, please let those who are waiting to play. Feel free to play with whoever you want, but please avoid playing with the same people all the time. * If you are new to badminton, please Google basic badminton rules in advance. Serve rules, double rules and point counting rules. You are always welcome to ask anyone in our group. Most of our members are more than happy to help you. * Badminton activity is organized for non-profit purpose, but I take a small fee for my work. * Want to restring your racket? I can do restring for you. €24 including the string. Please get contact with Ken. [https://drive.google.com/file/d/1XdBBBKBmsHqvMyI7t1MttqOxwX8rs7vQ/view?usp=sharing](https://drive.google.com/file/d/1XdBBBKBmsHqvMyI7t1MttqOxwX8rs7vQ/view?usp=sharing) * [https://www.meetup.com/Helsinki-Badminton-Meetup/](https://www.meetup.com/Helsinki-Badminton-Meetup/) * You want to pay with your sport card or voucher? check the bottom of the page. Click "read more" * https://www.meetup.com/Helsinki-Badminton-Meetup/[https://www.meetup.com/Helsinki-Badminton-Meetup/](https://www.meetup.com/Helsinki-Badminton-Meetup/)

Hello sporty population! Let's gather around and play some football together with people from around the world! IMPORTANT! Spots are limited, so make sure you reserver yours! If you are not registered on the list, you will be kindly asked to leave; this is to ensure fair access for everyone! We will play indoors at Playbox in Vantaa on Tuesday evenings from 18.00-19.00 Age limit: 16+ You can come directly inside the hall or meet us at the entrance a bit before 18.00. MIITTI welcomes everyone to its events regardless of background or gender. You don't have to have any skills at all to come and play with us, and if you do, please come and coach us! WHERE: Playbox Vetokuja 1 01610 Vantaa Warm welcome! If you want to be part of the MIITTI community, follow us on our other platforms: WhatsApp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!

Welcome to join our Ren Xue Yuan Gong practice throughout the summer at Lapinlahden Lähde! The practice is simple but yet practical and powerful. It is easy to learn and will help you: -gain energy, feel less tired and stressed -more mental clarity, easier to concentrate -boost your immune system Time: Sundays 15:30 - 17:00 WHERE: Tallipääty, MIITTI office Lapinlahden Lähde Lapinlahdenpolku 8 00180 Helsinki About REN XUE Ren Xue is a comprehensive system for uplifting human life. It includes a unique form of Qigong (Yuan Qigong); three foundational theories (Theory of Qi, Theory of Consciousness, Theory of Totality) and a large body of teachings. It was created by world-renowned teacher and healer Yuan Tze who continues to offer online and in-person events worldwide. Ren Xue combines ancient Chinese wisdom traditions with modern insights into health and well-being. The goal of Ren Xue is to help individuals improve their physical, emotional, and mental health through a holistic approach that emphasizes the connection between the mind, body, and spirit. REN XUE FINLAND Ren Xue Finland (RXF) is the Finnish branch of the global movement, an organization dedicated to the promotion and teaching of Ren Xue and its associated practices, including Yuan Gong and Yuan Ming Medicine. It provides easy entry into the Ren Xue system through local in-person sessions, online courses and workshops/retreats. Other learning methods can be found here: Ren Xue TV, a YouTube channel and Learn Ren Xue website. More about Ren Xue: [https://www.renxueinternational.org](https://l.facebook.com/l.php?u=https%3A%2F%2Fwww.renxueinternational.org%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR06uJQRSC7BE3zhPePQ7X_KO7WXa60cr7NK25KdOqfbSIHpYqBLO3dYgVM_aem_alDR7a6KhbNhG3u9NhCUVA&h=AT18asmYaRkvHCJemaC7rr9GVu579uflDCg7T6mLNodWdtMVhuxwFhIyz0p5ONeJbm3WQ3ZGIwONIa0_pDvih4t9BCCJUBkjhK4BdIMEl4aQ_qPzR5ykW-aiOndhYDPeAW9_2_eWZaMsv889HKbp8_c&__tn__=q&c%5B0%5D=AT35KTjVjr2kCnYHrXXjXPxEGFK-RFbZnFVdDmWrTe5WwbSZZ5ulNxFEjPPhejS8Pf4xetwkU1hhM1P2K_ABugpnXL6w-CKE25ARXwtLSexv-4fPJ4s2_Kcqgj3g2XWjCVkPPgcjwrPoNWOvdKa2f1VqyVa-2kcTojodTS3wn9zrnRjZLcG7)/

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**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

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm