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Frequently Asked Questions
Yes! Check out red hat events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the red hat events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Red Hat Events Today
Join in-person Red Hat events happening right now
The Red Tent - Empowering Circle
**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
[Avoimet Ovet] Kehitä vuorovaikutustaitojasi Stadin Sanasepissä
**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.
Clase de meditación Sahaja Yoga en español
¡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
Women's Wellbeing Group
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)
Book Club in Easy Swedish
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.
Red Hat Events This Week
Discover what is happening in the next few days
DevOps Finland May meetup
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
Go meetup @ Hive
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.
The Flow of Life 🤍 When what is possible within you becomes visible
We carry roles within us that were once created to protect us.
Often, the original purpose of these layers fades with time — but the layers themselves remain. Not without conscious and honest awareness.
When these layers begin to soften, something else becomes possible.
Life, sensitivity, and inner strength can begin to flow again.
Something starts to move more freely.
That something has been there all along.
In this May retreat, we focus on **somatic release**.
Release is not something you do or perform. It is a space where the body, the nervous system, and the parts of you that cannot be accessed through the conscious mind are allowed to move in their own intelligence — sometimes in ways we cannot consciously reach. We will use ancient tools from Amazon rainforest that support you in this journey.
This retreat is also a celebration.
A moment to meet yourself without roles, without expectations — and to discover what is truly there.
Often, it is in this space that a sense of your own potential emerges.
Not through force or effort, but through allowing.
You are warmly welcome to meet yourself in a moment where you don’t have to be anything — and at the same time, can be everything.
To join, send a message for details and set a personal interview.
Smartly x Cloud Native Helsinki - May meetup
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.
Copilot -agenttien hallinta Microsoft 365 -ympäristössä
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)
Ren Xue Yuan Gong
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)/
Kieli Kahvila/Language Café
Tervetuloa Suomea-Englantia kahvilaan, missä voit nauttia kahvista ja harjotella kielitaitojasi suomea!
Welcome to a Finnish - English café, where you can enjoy coffee and practice your skills!
📅 Päivämäärät / Dates: 22.4, 6.5 , 13.5 & 20.5
⏰ Aika / Time: 15:00–16:00
📍 Lapinlahdenpolku 8 (Kahvila Lähde at Lapinlahden Lähde)
☕ Kahvia • Keskustelua • Kieltä
☕ Coffee • Conversation • Language
Nähdään siellä! / See you there!
Join our Finnish – English café on the Wednesdays listed above to practice your skills in a relaxed setting.
Everyone is welcome, no matter your level!
Red Hat Events Near You
Connect with your local Red Hat community
Cocoaheads
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/
Lessons To Help the Introvert to Extrovert!
Do you feel introverted when you are in a group setting? Are you shy?
Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life.
Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships.
It includes the joy, understanding, and love formed among people.
* In our meetings, you will learn:
* A simple life hack to increase your liking and tolerance of other people, or even of yourself!
* How to become more interested and enjoy conversations with people.
* How to be comfortable in social settings.
* How to be yourself
* How to become more extroverted and,
* How to make connections with people.
Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us!
Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there.
This group is created by the Dianetics and Scientology life improvement center.
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
What Causes Your Roller Coasters in Life?
Do you sometimes feel like you do well in life then something happens and you slide back, never quite getting ahead.
At this Meetup you'll find out how to identify what actually causes the lows, the highs and everything in between. More importantly you’ll get the secret of how to gain control over your life so the highs are higher and the lows go away.
Wouldn’t it be nice to stop the wild roller coaster ride for good? Or at least make it a fun roller coaster ride, with more ups and downs.
There is a hidden factor that will be going over and you’re going to be quite surprised what it is and how much it affects your life.
Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there.
This group is hosted at the Dianetics and Scientology Life Improvement Center.
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
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Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Conquer Negative Emotion To Have a Happier Life!
Do you want more Self Confidence, less Self Doubt, more Happiness, less Anxiety, and more Love? This event is an introduction to how to handle irrational emotion. How often are yours or another's emotions out of control? What is that about??? I have asked these questions and after much search have found answers and am sharing.
Maybe you have suffered a traumatic experience, a deep loss or been through a painful breakup? After that, you try to move on but you just can't. Possibly you have a thought or emotion that hangs around for days and you just can't shake it. What is all this stress, anxiety, depression, and self doubt? It's just crazy! It's not the real you. You can find out what is at the root of all this.
This is a local event.
Areas you can change with the right information:
* Control of unwanted emotions
* Lack of confidence
* Grief
* Anxiety
* Anger management
* Creating ideal relationships
* Memory
* and more...
This is a local meeting that can start you on the way to a better life, more confidence and less negativity. All the happiness you have lies within you. Let's find it!
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 Dianetics and Scientology life improvement center.
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**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

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