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Call for Position Papers -- FedCSIS 2026
Call for Position Papers -- FedCSIS 2026
Call for Position Papers 21st Conference on Computer Science and Intelligence Systems FedCSIS 2026 (IEEE #69809; indexing: DBLP, SCOPUS, Web of Science; www.fedcsis.org) Riga, Latvia, August 23-26, 2026 (on-site/in person) Strict submission deadline (for position papers): May 19, 2026, 23:59:59 AoE (no extensions) Please feel free to forward this announcement to your colleagues and associates who could be interested. \*\*\*\* The 21st Conference on Computer Science and Intelligence Systems (FedCSIS 2026) invites submissions of position papers. Position papers must not exceed 8 pages (minimum 4 pages) and they should relate to an ongoing research or experience. Position papers will be presented by the authors alongside regular papers. Position papers may be also submitted as demo papers and presented as demonstrations of software tools and products. They should describe non-for-profit software tools in a prototype-, alpha-, or beta-version. We invite two types of position papers: * Emerging research papers, which present preliminary research results from work-in-progress based on sound scientific approach but presenting work not completely validated as yet. They must describe precisely the research problem and its rationale. They must also define the intended future work including the expected benefits from solution to the tackled problem. * Challenge papers propose and describe research challenges in theory or practice of computer science and intelligence systems. The papers in this category must be based on deep understanding of existing research or industrial problems and should be defining new promising research directions. \*\*\* Topical areas and technical sessions: Main Track: \* Topical Area 1: Advanced Artificial Intelligence Approaches \* Topical Area 2: Intelligent Data Processing and Infrastructure \* Topical Area 3: Security of AI and AI for Security \* Topical Area 4: Intelligence Technologies for Business and Society \* Topical Area 5: Intelligent Software, System, and Service Engineering * Thematic Sessions (listed in alphabetic order): * \* AgriAI - AI in Agriculture \* AI-HuSo - AI in Digital Humanities, Computational Social Sciences and Economics Research \* AIWAVOM - AI for Inland Water, Atmospheric Environments, and Ocean Modelling \* APL - Advances in Programming Languages \* CANA - Computer Aspects of Numerical Algorithms \* CNLPS - Challenges for Natural Language Processing \* CO - Computational Optimization \* DSH - Data Science in Health, Ecology and Commerce \* EDUC-AI-TION - Education & AI systems \* IoT-ECAW - Internet of Things - Enablers, Challenges and Applications \* ISM - Information Systems Management \* MDASD - Model Driven Approaches in System Development \* MMAP - Multimedia Applications and Processing \* NEMESIS - International Forum on Cyber Security, Privacy, and Trust \* SCA - Agentic AI in Smart Cities \* SLSAS - Self Learning and Self Adaptive Systems * Industrial Track The Industrial Track offers companies and professionals the opportunity to share real-world experiences, case studies, and practical applications of intelligent systems and AI-based solutions. We welcome presentations (or posters) that showcase successful implementations, challenges faced in industry, or open problems where academic collaboration could be valuable. For more details, consult the conference WWW site and/or contact conference organizers (see, below). * \*\*\* Keynote Speakers: * Ginter, Filip, University of Turku, Finland and ELLIS Institute Finland, Espoo, Finland, Keynote title: The Challenges of Tracing Meaning at Scale across Multilingual Historical Texts * Pechenizkiy, Mykola, Eindhoven University of Technology, Netherlands, Keynote title: To be announced * Prodan, Radu, University of Innsbruck, Austria, Keynote title: To be announced * Sabou, Marta, Vienna University of Economics and Business (WU), Austria, Keynote title: To be announced * \*\*\* Professor Zdzislaw Pawlak Awards: \* Best Paper Award (600 Euro): the best out of all papers accepted to the conference. \* Young Researcher Award (400 Euro): the best out of papers whereby all authors are younger than 40 years. \* Industry Cooperation Award (400 Euro): the best out of papers whereby there are at least two different authors, one working in academia and another one in industry. \* International Cooperation Award (400 Euro): the best out of papers whereby there are at least two different authors working in institutions located in two different countries. * \*\*\* Position paper submission and publication * Papers should be submitted by May, 19, 2026 (strict deadline, no extensions, submission will be done via EasyChair). * Position papers will be published as a Volume of the Annals of Computer Science and Information Systems series, with an ISBN, ISSN and DOI numbers. The papers will be submitted for indexing to DBLP Computer Science Bibliography and Google Scholar. The Annals-CSIS volume will NOT be placed in the IEEE Digital Library and will NOT be submitted to Clarivate Analytics Web of Science. However, we will attempt to index them in Scopus. * Authors should submit a position paper in English, carefully checked for correct grammar and spelling, using the on-line submission procedure. The guidelines for paper formatting provided at the conference website ought to be used for all submitted papers. The required submission format is the same as the camera-ready format. Please check, and carefully follow, the instructions and templates provided. Papers that are out of the conference scope of the selected event, or that contain any form of (self)plagiarism will be rejected without reviews. All position papers will be refereed before inclusion in the conference program. * \*\*\* Important dates \* Position paper submission: 19.05.2026 \* Author notification: 16.06.2026 \* Final paper submission, registration: 30.06.2026 \* Early registration discount: 20.07.2026 \* Conference date: 23-26.08.2026 * \*\*\* Chair of FedCSIS 2026: Nikiforova, Oksana Riga Technical University, Riga, Latvia Honorary Chair of FedCSIS Conference Series: Maciaszek, Leszek A. Macquarie University, Australia Chairs of the FedCSIS Conference Series: Bolanowski, Marek Rzeszow University of Technology, Rzeszow, Poland Ganzha, Maria Warsaw University of Technology and Systems Research Institute, Polish Academy of Sciences, Poland Paprzycki, Marcin Systems Research Institute, Polish Academy of Sciences, and University of Technology and Arts in Warsaw, Poland Slezak, Dominik QUEDEX Software and University of Warsaw, Poland Industrial Track Chair Babris, Kristaps Riga Technical University, Riga, Latvia * \*\*\* Contact: secretariat@fedcsis.org * \*\*\* FedCSIS in social media \- FedCSIS on Facebook: https://www\.facebook\.com/groups/367888070292 \- FedCSIS on LinkedIn: https://www\.linkedin\.com/groups/5049184 \- FedCSIS on Twitter: https://twitter\.com/FedCSIS * \*\*\* FedCSIS is an annual international conference. It is organized jointly by the Polish Information Processing Society (PTI), IEEE Poland Section Computer Society Chapter, Systems Research Institute Polish Academy of Sciences, Faculty of Mathematics and Information Sciences of the Warsaw University of Technology, Faculty of Electrical and Computer Engineering of the Rzeszow University of Technology, University of Technology and Arts, Warsaw, Poland. The FedCSIS 2026 is organized in Riga by the Riga Technical University. FedCSIS 2026 is technically sponsored by a large number of IEEE units (including six Sections from Region 8) and other professional organizations (for the full list, see the conference site – right hand side). FedCSIS 2026 is organized under patronage of: Poland Chapter of INFORMS, Latvian Information and communications technology association (LIKTA), Natinal Society of Informatics in Economics (NtiE), International Rough Set Society (IRSS), Academic Forum, Web Intelligence Consortium (WIC), Polish Neural Network Society (PNNS), European Society for Fuzzy Logic and Technology (EUSFLAT), and Polish Artificial Intelligence Society (PSSI). Reports from past editions of FedCSIS can be found in the Archive section of the conference WWW site. * \*\*\* Statement concerning Generative AI: Recognizing the developing issue that affects all academic disciplines (including conference and publications), we would like to explicitly state that, in principle, papers that include unedited text generated from Generative AI (GenAI), including large language models, are prohibited. If the author(s) uses GenAIs to prepare technical aspects of the research (e.g., use of GenAI-generated program code in experiments or simulations), this fact must be clearly marked in the paper, along with an analysis of the impact of this approach on the research results. In addition, it is permissible to use GenAI models at the stage of editorial correction, as long as the changes made are minor and do not substantively affect the article. If, at any time after the conference, it will be discovered that an LLM was explicilty used (and not properly recognized) such contribution will be retracted from the post-conference publication. Overall, it should be emphasized that full responsibility for the content of the publication lies with the author(s). Therefore, any inappropriate, or unethical, use of GenAI models in the preparation of an article may result in its immediate rejection.

Joomla Events This Week

Discover what is happening in the next few days

Intro to Vinted Engineering and Data Science & Analytics Academies
Intro to Vinted Engineering and Data Science & Analytics Academies
Ready to turn your curiosity into a career? Whether you’re a coder at heart or a data enthusiast, we’re opening our doors to show you what it’s like to grow at Vinted. Join us for a unified intro event where we’ll dive deep into our two entry-level programs at Vinted: the **Engineering Academy** and the **Data Science & Analytics Academy.** Get every detail, hear from those who’ve walked the path before you, and have your burning questions answered by the people who lead these programs. ### **One Event, Two Paths** * **The Engineering Academy** is designed for those ready to dive into a massive tech ecosystem. In the upcoming cohort, we’re featuring 4 specialized tracks: Backend, Web, Android, and iOS. * **The Data Science & Analytics (DSA) Academy** is designed to help you build practical data skills while collaborating with different teams across the business to see how data drives Vinted. ### **Why should you join?** * **Insider Tips:** Meet managers, mentors, and past participants who will share exactly what they look for in a successful application. * **Choose Your Track:** Understand the nuances between Engineering and DSA to see where you’ll make the most impact. * **Networking:** Stick around to socialise with Vinted employees and fellow attendees over snacks. ### **Agenda** * 17:00 – Welcome to Vinted * The Keynote: Insights into Engineering and Data Science at scale. * Academy Overviews: Deep dives into the Engineering tracks and DSA rotations. * Combined Panel Discussion: Meet the mentors and participants from both Academies. * 18:00-19:00 – Networking & Refreshments ### **How to Join** You can attend in person at our Vilnius HQ or watch the live stream on YouTube. **Where:** Vinted HQ, Švitrigailos g. 13, Vilnius / **Online:** Follow YouTube link. **If you’re coming to HQ, please register by clicking "Attend" so we can save you a spot!** *Important Information If you’re joining us in person, please note that the event will be photographed. These images may be used by Vinted, UAB on social media, press, and internal channels for up to one year. For more on your data rights, check our [Privacy Policy.](https://careers.vinted.com/privacy-policy)* **We can’t wait to meet the next generation of Vinted talent!**
Open Doors evening
Open Doors evening
Come to check out our hackerspace, talk to people and learn some new things, maybe use the tools for a short while, or just sit down with a laptop and do some work in a quiet place. Also a good time to sign up for a membership! We will have tea and coffee, likely also cookies. Come whenever from 19:00 till 22:00 - we might even be open until 24:00! If there's a problem (i.e. doors not open), call 28701072.
BBQ on Lucavsala
BBQ on Lucavsala
Come join us for a BBQ in Lucavsala's Grilpark. Bring your own food and drinks ☺️
Riga Self-Exploration Meetup, May
Riga Self-Exploration Meetup, May
***Topic:*** *the cultural differences we have experienced related to Latvia and how to build from these.* *For expats: what were the differences you encountered upon your arrival.* *For locals: what observations did you make when encountering foreigners (both here in Latvia or on your own expat journey).* **IMPORTANT:** **Please be on time, as late arrivals might be turned away!** If you would like to join, please register here on meetup.com. Using this site is free for regular users. Good to know: * Depending on group size we might split up to two or more sub-groups. * The language of the event is English. * Age limit: 18 and over. * Photos of participants may be taken at the event and shared publicly on social media, including but not limited to meetup.com. By joining the event, you accept this condition. * Prices: the event itself is free of charge, but please purchase a drink or a meal at the bar. * Event-related announcements are made on meetup.com, so please check posts and messages regularly. If you have any questions, please contact me — I’ll be happy to help. *Background photo: [Renāte Šnore, Unsplash](https://x.gd/pLJwE) taken at Viesatas upesloku takas, Irlavas pagasts, Latvia.*
Karaoke every Wednesday
Karaoke every Wednesday
Wednesday is karaoke day. Every Wednesday we gather to sing. Come with a friend or alone, with or without a voice. The format is simple: show up, grab a microphone, and sing whatever you want. Or don't sing, just support others. As usual, the meeting place is Top Club. If you haven't been before, you can get to know the space at the same time. We're looking forward to seeing you this Wednesday. See you there! Trešdiena ir karaoke diena. Katru trešdienu mēs pulcējamies dziedāt. Nāc ar draugu vai viens, ar balsi vai bez. Formāts ir vienkāršs: nāc, paņem mikrofonu un dziedi, ko vien vēlies. Vai arī nedzied, vienkārši atbalsti citus. Kā parasti, tikšanās vieta ir Top klubs. Ja iepriekš neesi tur bijis, vari vienlaikus iepazīties ar vietu. Gaidīsim ciemos šajā trešdienā. Tiekamies tur!
Singles Only - Mafija vakars (30-40g. latviski))
Singles Only - Mafija vakars (30-40g. latviski))
Vai Tu vēlies pavadīt jautru piektdienas vakaru foršā kompānijā, kurā visi ir brīvi cilvēki? Kopā baudīsim vakariņas un ļausimies aizraujošam vakaram ar lomu spēli “Mafija”. Tā ir lieliska iespēja iepazīt jaunus cilvēkus, pasmieties un pavadīt piektdienas vakaru nepiespiestā atmosfērā. Bez spiediena. Bez neveiklām sarunām. Vienkārši labs vakars ar interesantiem, brīviem cilvēkiem. Ja vēlēsies, pēc pasākuma palīdzēsim apmainīties kontaktiem. 📅 **KAD?** 22\. maijs 🕒 **CIKOS?** 19.00 📍 **KUR?** Pilsētrestorāns "Lapsas māja", Tērbatas ielā 28 👥 **KAS?** 12 sievietes un 12 vīrieši vecumā no 30-40 💬**VALODA?** Latviešu Iepazīsi jaunus, interesantus cilvēkus, un kas zin, varbūt iegūsi jaunus draugus vai pat satiksi kādu īpašu cilvēku. **KAS IR SPĒLE "MAFIJA'":** Populāra psiholoģiska lomu spēle ar detektīvu sižetu, kurā katram spēlētājam būs dažādas lomas, bet galvenais - vai loma ir komandā ar mafiju vai iedzīvotājiem. Katru nakti mafija nogalinās iedzīvotājus un pa dienu iedzīvotāji centīsies uzminēt, kurš ir mafija! Spēle balstās uz dialogiem, maldināšanu un dedukciju, kur mērķis ir atmaskot noziedzniekus, pirms tie pārņem pilsētu. Jautrība garantēta! **Pievienojies, ja** ✅Esi vecuma grupā 30-40 ✅Šobrīd neesi attiecībās ✅Vēlies iepazīt jaunus cilvēkus dzīvē, nevis caur ekrānu **PROGRAMMA:** 19.00 - kopīgi paēdīsim vakariņas un iepazīsimies (katrs par savām vakariņām maksā pats) 20.00 - 22:30- spēlēsim dedukcijas lomu spēli "Mafija". Priekšzināšanas nav nepieciešamas. 🎟️Biļetes: www.singlesonly.lv
Bingo game every Thursday
Bingo game every Thursday
Every Thursday we go to play Bingo at the Top club. We enjoy the evening, test our luck. Sometimes we also get gifts. Come play with us. Let's have a drink and talk together. **free** event . . Katru ceturtdienu mēs ejam spēlēt Bingo klubā Top. Izbaudām vakaru, pārbaudām savu veiksmi. Dažreiz mēs arī saņemam dāvanas. Nāc spēlēt ar mums. Kopā iedzersim un parunāsim. **bezmaksas** pasākums

Joomla Events Near You

Connect with your local Joomla community

TBD
TBD
**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
Surrey Personality Matched Speed Dating Zoom
Surrey Personality Matched Speed Dating Zoom
**🪷 Speed Dating Live on Zoom for Singles near Surrey** You get to cycle through rapid one-on-one Zoom dates with Surrey singles matched by age and personality, while the host manages transitions so you can focus on the person in front of you. As part of the process, a two-minute quiz captures your personality — those details are used to identify compatible Surrey singles for your rounds, so the format works harder than any dating app. Once it is wrapped up, we send mutual match results — with nothing shared unless both parties agreed — and you are in control of what happens next. **Your age group, your link:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Required step:** This rsvp does not equal a reserved seat, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is intentionally small so get in early, and your place is confirmed only once you have done both. --- **Your evening, step by step** 1. **Claim your spot** – by tapping the link for your age group, then finish the compatibility quiz, as the quiz plus registration is what counts. 2. **Jump on Zoom** – by clicking the Zoom link at the event start time, zero setup is required — just open the link, and once you are in the host handles the rest entirely. 3. **Have your dates** – short one-on-one rounds with personality-matched Surrey locals in your group, as the host signals each transition calmly and clearly, and the people in your rounds were sorted specifically for you. 4. **Find your matches** – mutual matches are sent to you privately after the event ends, since non-mutual choices are never shared with either party, and once you have it you decide how and when to connect. **Who shows up:** - Members from Surrey bored of dating apps that go nowhere and want to meet real locals without the faff. - First-timers from around Surrey looking beyond the app treadmill that goes in circles and are serious about meeting someone. - Individuals across Surrey getting away from apps that waste evenings for no return and want to meet real locals without the faff. - Residents from around Surrey looking beyond swiping with nothing to show for it and prefer meeting people in person first. - Locals calling Surrey home getting away from dating apps that go nowhere and are ready for a genuine first impression. **About the Event** - **Format:** Dedicated and hosted via Zoom with back-to-back private rounds per pair, sorted by personality quiz and age for every round. - **Where:** At-home — on any internet-connected device, no special equipment — just a device with a camera and internet, and couch desk or spare room are all equally valid spots. - **Host:** A supportive host guides every round from start to finish, so the evening runs without a hitch — not a single logistical thing is left for you to manage. - **Vibe:** Comfortable video rounds with Surrey singles who are here for the same reason you are, and the host keeps everything comfortable throughout. - **Duration:** Usually sixty to ninety minutes from round one onwards, though times can vary slightly. ⭐ *"Better than expected — way better than anything I have tried before"* – Surrey local, first event 💡 **Worth knowing:** put your phone on silent before joining, and the host takes care of everything else from there, since small prep leads to a noticeably better experience. --- ✨ Done with apps — start here — grab your place above before it goes and we sort the rest this time. See you in the first round. 💕 ✨
Building Agents with Microsoft Agent Framework
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.
Richmond Age Matched Speed Dating Zoom
Richmond Age Matched Speed Dating Zoom
**🌟 One-on-One Speed Dating Online for Richmond Singles on Zoom** Each evening, you'll experience brief timed Zoom sessions with age-matched personality-sorted Richmond locals, as a friendly host guides every transition. As you finalise your spot, you complete a brief compatibility form — we use those answers to put the right Richmond singles in front of you, so every round is informed by more than just looks. Once it is wrapped up, mutual connections are confirmed and shared — contact details flow only on mutual selection — and from there you take it forward at your own pace. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Two steps needed:** Clicking rsvp here is not the same as registering, so register through the age group link, complete the form, and take the two-minute personality quiz — spots fill quickly so do not leave it too long, and the quiz plus registration together hold your place. --- **What to do** 1. **Book your spot** – via your age group registration link, then answer the personality questions, as without this your RSVP holds nothing. 2. **Open the call** – at the event start time via your Zoom link, works anywhere with a camera and internet, and round management is all on the host from there. 3. **Connect** – timed one-on-one speed dates with compatible Richmond singles in your bracket, while the host runs the clock so you can focus on the conversation, as the quiz results already did the work of choosing who you meet. 4. **Check your results** – we reveal mutual matches once the session ends, with contact info only shared when both of you said yes, and you reach out whenever you feel ready. **Best suited to:** - Those throughout Richmond bored of shallow connections that never lead anywhere and want to try something that actually works. - Someone from Richmond moving beyond matches that ghost after two messages and want real chemistry over profile photos. - Professionals throughout Richmond done with matches that fade out before meeting and need a better way to meet people. - Locals from Richmond who are tired of dating apps that go nowhere and are ready for a genuine first impression. - Anyone at all who live in Richmond who are tired of profiles instead of real people and want to try something that actually works. 💡 **Setup tip:** run a quick Zoom test the day before, because background and lighting matter more than you would think, as the host manages the rest and all you need is working tech. --- ✨ Done with apps — start here — book your spot above and everything from there is on us before spots go. Real connection starts here. 🎯 ✨
COhPy Monthly Meeting
COhPy Monthly Meeting
**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
DoJo (Informal Python Meeting)
DoJo (Informal Python Meeting)
**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com