Product Lifecycle Management
Meet other local people interested in Product Lifecycle Management: share experiences, inspire and encourage each other! Join a Product Lifecycle Management group.
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Frequently Asked Questions
Yes! Check out product lifecycle management events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the product lifecycle management events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find product lifecycle management events near your location here. Connect with your local community and discover events within your area.
Product Lifecycle Management Events Today
Join in-person Product Lifecycle Management events happening right now
How to Win Business Angels
**Registration only via Eventbrite:**
[đ](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/1987130518874 đ
A bra for the pelvic floor, why test users broke into tears, and how to survive a one year funding delay. A must attend!
### What do you do, when a secured financing solution is not happening? You need to be creative and resilient. Developing the first bra for the pelvic floor, Anna shares strategies of how to overcome hurdles when developing a hardware and even health-related product.
We will talk about prototype development, financing strategies, requirements for industry pilots and why users broke into tears during their famous test sessions. The story of Yeda is powerful in many ways. Join us for one of the most interesting founder stories of the Berlin Capital Region.
đ **Attention founders:** The SIBB Incubator supports startups focused on cybersecurity, deep tech, and responsible AI. Secure up to âŹ100,000 in equity-free funding, personalized mentoring, and access to the SIBB expert network.
Apply now through May 4 at: [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator")
#### đĄ What You Will Learn
* How to **develop** a **hardward** product close to the market
* How to attract **funding** and cope with a **financing** **delay**
* How to **use** **convertible** **loans** to navigate the **funding** **journey** of your startup
A big thank you to the **SIBB** **Incubator** for sponsoring this event! The program supports founders in the fields of cybersecurity, trustworthy AI, and deep tech.
**Apply by May 4 at [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator")**
#### đ§âđŤ Speakers
**Anna Maria Ullmann - Co-Founder and CEO at Yeda**
* Building personalized FemTech solutions for **pelvic floor health**
* Passionate about advancing **womenâs health innovation**
* Brings experience in **building and scaling startup teams**
* Focused on turning health challenges into **practical, user-centered solutions**
***moderated by: Etta Dannemann in*** ***her role as head coach***
Etta Dannemann moderates the event in her role as Startup Coach at the SIBB Incubator. As a solopreneur, trainer, and architect by education, she loves creating new things â but even more, supporting others as they build and grow. Etta is passionate about empowering women in tech, helping them turn their ideas into action and leave their unique mark on the world.
#### đŻ Who Is This Event For
* **Aspiring female founders** who want to learn from founders further along in their journey
* Founders planning to raise a **funding round** and looking for practical tips and insights
* Founders interested in finding out whether the **Berliner Startup Stipendium** is right for t
**Registration only via Eventbrite:**
[đ](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/198713051887
Toastmasters Public Speaking - Practice effective Team Communication
**Center Berlin Toastmasters: Put your words into action**
New time: 7pm please arrive 10 minutes earlier.
Join us for an exciting event where you can **put your words into action**!
Toastmasters Berlin is hosting this **in-person event** at the **St. Lukas Church**. It's the perfect opportunity to enhance your public speaking skills, gain confidence, and connect with like-minded individuals.
At Center Berlin Toastmasters, we believe in creating a supportive and encouraging environment for everyone. Whether you're a seasoned speaker or just starting out, you'll find a place to grow and improve your communication skills.
Our experienced members will provide valuable feedback and guidance to help you become a more effective speaker.
Don't miss this chance to **challenge yourself** and expand your horizons.
Join us at the **St. Lukas Church** at 7:00 PM and let your words make an impact!
**Aďťżgenda of the evening:**
**Welcome and Introductions:** The Toastmaster of the Day (TMOD) often opens the meeting, who welcomes everyone and introduces the meeting's theme or agenda. The TMOD also introduces the key roles and functionaries for that session.
**Prepared Speeches:** A significant portion of the meeting is dedicated to prepared speeches. Members working through various projects in the Toastmasters education program deliver speeches based on their chosen projects. Each speech is evaluated by a designated evaluator who provides feedback on strengths and areas for improvement.
**Table Topics:** Table Topics is a segment where impromptu speaking skills are tested. The Table Topics Master presents a series of short, unprepared speaking challenges or questions, and members or guests are invited to come to the podium and give a brief, improvised response.
**Evaluations:** Following the prepared speeches and Table Topics
segment, evaluators provide constructive feedback to speakers. These evaluations focus on content, delivery, body language, and time management. The goal is to help speakers improve their speaking skills.
**Reports and Functionary Roles:** The meeting may include various functionary roles, such as the Timer, Grammarian, Ah-Counter, and others, who report on their observations and contributions to the session. These roles help members improve their language and time management skills.
**General Evaluator:** The General Evaluator provides an overall assessment of the meeting, highlighting what went well and offering suggestions for improvement. They may also evaluate the evaluators' performance.
**Awards and Recognitions:** Toastmasters sessions often conclude with awards and recognitions, including the Best Speaker, Best Evaluator, and Best Table Topics Speaker. These awards encourage members to strive for excellence in their speaking and leadership abilities.
**Closing:** The meeting concludes with closing remarks from the Toastmaster of the Day, who may express gratitude to participants and encourage them to continue their Toastmasters journey.
**Networking and Socialising:** After the formal meeting, members and guests often have the opportunity to network, socialise, and discuss their experiences in a more relaxed setting.
Address: Bernburger StraĂe 4-5, 10963 Berlin
Phone: +49 160 2376546
Email: [cb.toastmasters.d95@gmail.com](mailto:cb.toastmasters.d95@gmail.com)
Sďťżee you there!
From Events to Boundaries: Hands-On Context Mapping
Join us for our next Berlin Collaborative Modelling session â a hands-on workshop where we'll build a Context Map from scratch.
Context Maps make the big picture of a system explicit: which bounded contexts exist, how they relate to each other, and where the friction, dependencies, and power dynamics between teams actually live. They help you make better decisions about integration strategies, team ownership, and where to invest in clean boundaries versus where to accept pragmatic compromise.
To get there, we'll use Event Storming as our starting point â laying out domain events to discover natural clusters of behavior, then drawing boundaries around them to identify candidate bounded contexts and subdomains. From there, we'll sketch out the relationships between contexts and discuss what patterns like Customer/Supplier, Conformist, or Anti-Corruption Layer look like in practice.
What to expect:
This is a collaborative, stickies-on-the-wall kind of evening. No laptops needed, no prior DDD experience required â just curiosity about how to make sense of complex systems. We'll work through a shared example domain together, so everyone starts from the same place.
AWS UG Berlin Workshop - Kiro Bootcamp
You built, you broke, and now you will learn! Agentic coders are a major breakthrough for developers, making work easier (then at times more challenging!) Think about how these tools evolved from providing simple code blocks to actively rewriting the code inside IDE.
As we, developers, engineers and designers, who are still learning how to use them, we need to understand the reasoning behind these tools and follow some best practices.
**Kiro Bootcamp - Learn from the Experts**
In light of all these, we kept our promise and are happy to organize a half-day long Kiro Bootcamp for you.
Thanks to **Rackspace Technology** we will be gathering in WeWork, inviting experts from AWS to introduce you Kiro, explain the critical parts, help with getting the most out of it.
This is a hands-on workshop with a practical deep dive into starting-up, running and optimizing Kiro. You work through independent tasks that you can pick and choose from, learning how to build, deploy, and operate your ideas on Kiro IDE. By the end of the workshop, we aim that you understand how Kiro works, what things you have to take into account at spec-driven development, and how you can integrate your Kiro IDE to external and internal tools.
This workshop is aimed at developers, designers, cloud specialists and product developers. While it is not necessary to have extensive knowledge on AI development, it is ideal that you install Kiro in your device and try to build some minor projects in advance.
**When?** 5th of May\, Tuesday\,\| 12:00 \- 17:00
**Where?** WeWork - StresemannstraĂe 123, 10963 Berlin
**How?** Fill out this form to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (**kadir@berlinawsug.de**).
You need to bring your own laptop to this workshop.
â**Registration - Read Carefully**â
Participation is free of charge. Your Kiro resource usage is also covered. You will be provided a sandbox Kiro account. Therefore, you won't need an AWS account!
âPlease register with your full name by filling out this form: **[https://forms.gle/PedkUUfJwVxoujVr8](https://forms.gle/PedkUUfJwVxoujVr8)**
âYou need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how.
âA confirmation e-mail from Meetup is not relevant. **You can participate only if you receive a confirmation from us: kadir@berlinawsug.de**
\-\-\-
**Additional Information**
**This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details.
Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host)
Would you like to speak at AWS UG MeetUp? [Submit your topic here](https://bit.ly/aws-talk)
LIFE DRAWING SESSION weekly on TUESDAYS and WEDNESDAYS
https://berlinschoolofdrawing.weebly.com/
IG @berlinschoolofdrawing
[LIFE DRAWING SESSION](https://berlinschoolofdrawing.weebly.com/lifedrawinguntutoredsessions.html) weekly on **TUESDAYS and WEDNESDAYS from 7.30 to 9.30 p.m.!**
**TUESDAYS** \- regular poses timing
**WEDNESDAYS** \- 1st and 3rd session in month regular timing \- 2nd and 4th long poses **(** **please check the [website](https://berlinschoolofdrawing.weebly.com/lifedrawinguntutoredsessions.html) for the exact dates monthly )**
**DETAILED POSES TIMING:**
Regular posing timing:
10 x 2 minutes
2 x 5 min
2x 10 min
//
3 x 20 min
Long poses timing:
5x2 min to warm up - 2 x 10 min - 1 x20 min or 1 x 30 min // 1 x 60 min
**Experienced nude models in short and long poses with nice lighting in a beautiful space** detailed timings below
**The room is quite big so feel free to drop in**
Please bring YOUR OWN MATERIAL
Drawing boards will be provided!
COST IN PERSON: 14 âŹ
[VOUCHER LIFE DRAWING - 10 ENTRANCES CARD 120âŹ](https://berlinschoolofdrawing.weebly.com/booking.html) usable in all sessions and without expiring date!
**VENUE:** KAPELLE AM URBAN, Grimmstrasse 10, 10967 KREUZBERG ( entrance from the street through the little iron gate and up the stairs to the chapel )
regular NixOS Meetup @c-base
We are back in the c-base!
Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine!
Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs.
There are drinks usually available from the c-base bar.
If you can't find us. just ask around or ask in irc (#krebs on hackint)
berlinCreators eLAB-Werkstattabend
Wir bieten allen Interessierten die MÜglichkeit, mit Elektronik zu basteln. Workshops und Vorträge zu verschiedenen Themen rund um Elektronik und Software sind willkommen. Von Arduino bis zu komplett selbst entwickelten High-End Schaltungen sind wir fßr alle kreativen Ideen offen.
Wir haben auch Gruppen rund um das Nähen, Programmieren, Retro Computer.
Wir treffen uns immer am Dienstag und am Freitag ab 18:00 Uhr. Egal ob Anfänger oder Profi â hier seid Ihr jederzeit Willkommen. Ihr kĂśnnt mit anderen fachsimpeln oder auch mit unserer Hilfe Eure ersten elektronischen Gehversuche starten.
Wenn zeitgleich in den vorderen Räumen Workshops oder Vorträge stattfinden, kann hinten Werkstattbetrieb stattfinden.
Product Lifecycle Management Events This Week
Discover what is happening in the next few days
Berlin. Vibe Coding Club - Lovable
**IMPORTANT! Please register at** [Luma Page](https://luma.com/9svvrv99)
âVibecoding is no longer the question. What matters is what you actually do with it.
**âOn May 9** at **Spiced Academy (Berlin)**, we meet to figure that out in practice â using **[Lovable](https://lovable.dev/)**. No lectures, no slides. You open the tool and start working.
â[Projector Global community](https://www.linkedin.com/company/projector-global-community/) ambassadors and mentors will guide you through the basics, help you navigate the process, and answer your specific questions.
**âThis event is for those who:**
â already have some experience in vibecoding
â want to test a tool hands-on instead of watching demos
â are stuck on something specific and want a real answer
âCome with a question.
Even better â submit it during registration.
âWe recommend creating an account in advance so you can jump straight in.
**Mentors**
During the session, youâll be supported by experienced builders and designers:
* **[Vitalik Kotik](https://www.linkedin.com/in/vitali-kotick/)** â CEO & Co-Founder @Superapp, ex-Bolt Senior Product Designer
* **[Yevheniia Liubchyk](https://www.linkedin.com/in/yevheniia-liubchyk/)** â Product Designer @Zoi
* **[Olha Kirdiaieva](https://www.linkedin.com/in/olha-kirdiaieva/)** â UX Designer @JUPUS
* **[Danilo De la Fuente](https://www.linkedin.com/in/danilo-de-la-fuente-product-manager/)** â Founder @Arma Music, Product Manager
Theyâll be there to help you unblock, give direction, and support your ideas in real time.
**âTool Partner â Lovableâ**
This event is supported by [Lovable](https://lovable.dev/) \- an AI\-powered tool for building products faster\, without getting stuck in complexity\.
âLovable helps you turn ideas into working solutions, experiment quickly, and focus on what matters - logic, flow, and outcomes.
âParticipants will receive free credits to explore the tool during the session.
Learn more: [https://lovable.dev/](https://lovable.dev/?utm_source=luma)
**âVenue Hostâââ**
Hosted by [Spiced Academy](https://www.spiced-academy.com/en) â a Berlin tech education hub focused on hands-on learning in AI, Data, UX/UI, and Product, and building a strong tech community.
**Hosts**âââ
This event is organized by [Projector Global Community](https://www.linkedin.com/company/projector-global-community/) ambassadors (by [Projector Institute](https://prjctr.com/en/about)):
* âââ[Emiliia Karpiuk](https://www.linkedin.com/in/emiliiakarpiuk/?utm_source=luma)
* ââ[Julia Savchuk](https://www.linkedin.com/in/yuliia-savchuk/?utm_source=luma)
**ââââPhotos & Video**
ââââPlease note that we will be taking photos at this event. By attending, you agree to be photographed, and grant the organisers permission to use this footage online and for marketing purposes (e.g., on social media or our websites).
Last Mile Delivery Meetup #12: Autonomous Parcel Journey from Depot to Doorstep
Register here đ https://bettermile.com/last-mile-meetup-event
Expect inspiring success stories, practical frameworks, and forward-looking perspectives on harnessing technology to reimagine parcel delivery.
đ
Date: 6th May, 2026
đ Time: 6:00 PM
đ Join us in Berlin (Better Space) & Online
Letâs connect, learn, and shape the next chapter of last-mile logistics together.
In this #12th edition, we explore the AI-Powered Autonomous Parcel Journey - from Depot to Doorstep. Together, weâll trace how a fully automated last-mile delivery system comes to life: AI-driven route design and agentic dispatching by **Bettermileâs Better Planner,** **Neolixâs autonomous delivery vehicles** handling the final stretch, and intelligent warehouse automation powered by **Flinkâs Robotics**.
Expect honest conversations, live demonstrations, and a comprehensive overview of how automation and intelligence are reshaping parcel logistics and the future of last-mile delivery.
Note: Photographs and video recordings will be made during the event for documentation and promotional purposes. If you prefer not to appear in any visual material, you can participate online without being recorded.
Looking forward to seeing you there and sharing insights that matter!
[#lastmile](https://www.linkedin.com/search/results/all/?keywords=%23lastmile&origin=HASH_TAG_FROM_FEED) [#lastmilemeetup](https://www.linkedin.com/search/results/all/?keywords=%23lastmilemeetup&origin=HASH_TAG_FROM_FEED) [#berlinmeetup](https://www.linkedin.com/search/results/all/?keywords=%23berlinmeetup&origin=HASH_TAG_FROM_FEED)
Beginner Music Production Workshop
**RSVP free on the [343 Labs website](https://343labs.de/events/beginner-music-production-workshop-3/) to reserve your seat!**
Join us for a free Workshop geared to new producers interested in learning how to create electronic music with Ableton Live. Berlin producer, DJ and 343 Labs instructor Matthew Martinez gives an overview of producing music with Ableton Live including building a beat from scratch. Learn why Ableton Live is such a popular software among electronic music producers. This workshop is designed for beginners, or people who have produced with other software and are interested in getting started with Ableton. There are no prerequisites to joining, we'll meet you at the start of you music production journey.
During the event, 343 Labs will be opening its doors for an Open House, where attendees can tour the facilities, learn about 343 Labs courses, and meet some of the instructors. This is a great way to get a feel for the community and programs at 343 Labs, meet fellow producers, and ask any questions you may have about our school.
Open Source Data Builders Workshop
Join Aiven and Google Cloud for a hands-on lab to learn building data infrastructure for AI applications in production, and how to run OpenSearch in production for AI and GenAI workloads.
***IMPORTANT: Please register on* \*\*\*[HERE](https://bit.ly/4sLWiua) \*\*\**to secure your sport.***
This interactive, instructor-led workshop is designed for developers and data engineers who want to build and run real-world data pipelines using open source tools.
Note: Bring your laptop, weâll be shipping code together.
Agenda:
\* 5:00pm\~5:30pm: Check-in, Food, Networking
\* 5:30pm\~7:30pm: Tech talks and Hands-on Workshop
\* 7:30pm\~8:00pm: Q&A, wrap-up
âĄď¸ Workshop 1 â Foundations: Build Your Own Pipeline
âStart from scratch and assemble a complete data pipeline using Aiven services.
\- Provision and manage services
-Connect systems into a unified pipeline
â- Build an observability setup
\- âQuery real\-time data across services using SQL
ââ
âĄď¸ Workshop 2 â Advanced: Real-Time Retail Streaming Pipeline
âGo deeper with a real, production-inspired use case.
\- âDesign and implement a high\-quality streaming pipeline
\- Work with real\-time retail data flows
\- Apply best practices for scalability and reliability
What youâll learn:
* Deploy and scale OpenSearch for production
* Best practices for vector and hybrid search
* Build efficient real-time data pipelines
* Design and optimize RAG architectures
âWhy attend?
* Build a production-style data pipeline
* Learn how to connect Kafka, ClickHouse, OpenSearch, and PostgreSQL into a working, real-time architecture.
* Learn by doing and Apply proven patterns
* Provision services, stream data, and run queries yourself using both UI and CLI workflows.
* Walk away with practical approaches you can reuse for streaming, analytics, and observability use cases.
Who Should Attend:
Developer and data engineer, interested in moving from prototype to production with OpenSearch.
â
**RSVP is not enough. You must apply for a ticket here:** [https://bit.ly/4sLWiua](https://bit.ly/4sLWiua)
ALL-Berlin (agile learning lab Berlin)
Dear Friends,
"**VCAT**" **in Potsdam** will be our host in May 2026! YAY!
Address is: August-Bebel-Street. 26-53, 14482 Potsdam .... this is our first time outside of Berlin:
You will find VCAT in the "MedienHaus", please see this page [https://www.vcat.de/meta/kontakt/](https://www.vcat.de/meta/kontakt/) for the description how to get there:
Bus Stop "Studio Babelsberg" - a bus goes from S-Bahnhof Griebnitzsee (S7) or RE Bahnhof Medienstadt.
We are invited to run our Open Space (15h -18h) as usual and then stay a little longer for a beer and some more friendly conversations.
Our standard-text:
Are you an agile practitioner and learner? A Problem-Solver, Scrum Master, Product Owner, Developer, Agile Coach or an awesome Manager? This is our space to learn together. Bring your challenge, opportunity or problem! Anything you want to share, practice or learn about!
This afternoon will be all about learning through exchanging. We will create a list of topics and form small groups to work together in an open space format.
Options include:
* ask for help with a current situation
* bring and practice a method or technique
* practice coaching, where the coach and the coachee both learn
this space is safe to fail!
Happy to have you as a part of our awesome community!
Your ALL crew: Simon & Alex
Sunday Tech Coffee Meetup
Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin.
We are usually inside and to the right. Ask the barista/bartender if you can't find us.
AWS UG Berlin Workshop - Amazon Aurora DSQL
Amazon Aurora DSQL is a groundbreaking technology that has a potential to re-define the entire DBMS solutions. Yet there are lots to uncover, lots to learn on the resource!
Therefore, we are inviting you experts on Aurora DSQL with an engaging hands-on workshop to experiment uses of Aurora DSQL, and also learn on the topic.
**Build a Multi-Region, Active-active Rewards App with Aurora DSQL**
In this workshop, get hands-on experience with Amazon Aurora DSQL, a serverless distributed SQL database that delivers active-active high availability.
Learn how to build a retail rewards points application with active-active resiliency across multiple Availability Zones and two Regions. Explore how ACID transactions and active-active replication work in Aurora DSQL. Discover best practices for data model and application design and more. You must bring a laptop to participate.
This is a hands-on workshop with a practical deep dive into Amazon Aurora DSQL. You work through independent tasks that you need to complete, with support of AWS Facilitators.
The event will also begin with an expert talk: "The Evolution of Resilience - Lessons Learned from 25 Years of Infrastructure Architecture" - further details ahead!
**When?** 7th of May\, Thursday\,\| 12:30 \- 18:00
**Where?** AWS Office - BER 21 - Tamara-Danz-Str. 13, 10243 Berlin.
**How?** [Fill out this form ](https://forms.gle/CMoz6qGraX8HBHVU6)to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (**kadir@berlinawsug.de**).
You need to bring your own laptop to this workshop.
â**Registration - Read Carefully**â
Participation is free of charge. Your workshop resource usage is also covered. You will be provided a sandbox AWS account. Therefore, you won't need an AWS account!
âPlease register with your full name by filling out this form: [Registration Form](https://forms.gle/CMoz6qGraX8HBHVU6)
âYou need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how.
âA confirmation e-mail from Meetup is not relevant. **You can participate only if you receive a confirmation from us: kadir@berlinawsug.de**
\-\-\-
**Additional Information**
**This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details.
Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host)
Would you like to speak at AWS UG MeetUp? [Submit your topic here](https://bit.ly/aws-talk)
Product Lifecycle Management Events Near You
Connect with your local Product Lifecycle Management community
Building Momentum: From Ambiguity to Execution
**Building a great product is one thingâbuilding 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, theyâll share how teams move from ambiguity to executionânavigating organizational complexity, aligning stakeholders, and continuously evolving products after launch.
Youâll 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.
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
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.
Building Agents with Microsoft Agent Framework
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.
Free Seminar: How to Improve Your Self Confidence & Social Life
Come attend a free in-person seminar where you will find out why you:
-Feel isolated
-Can't express yourself openly
-Get nervous or anxious in front of people
-Run out of things to say or feel tongue-tied
-Feel introverted
-Don't feel comfortable in any social setting
-Can't make more friends
-Are shy and miss opportunities to connect in a meaningful way
And we cover what you can do about any one, some or all of the above.
This seminar is the weapon against loneliness, isolation and boredom, come join us!
COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY
This seminar is brought to you by the Dianetics & Scientology Life Improvement Center.
1266 Dublin Road, Columbus, Ohio 43215
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. Weâll 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.
Youâll 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.
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 youâll get the secret of how to gain control over your life so the highs are higher and the lows go away.
Wouldnât 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 youâre 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.






















