Machine Learning with Python

Big news — our community is evolving! As of April 30, our AWS Cloud Club has officially become an AWS Student Builder Group. The name is changing, but everything you've been part of stays intact. Same community, same mission — just a stronger brand and a bigger story to tell. **Who Are We?** We are a student-run community where students come together to learn cloud and AI technology, build real projects, and connect with a global network of builders and developers. We're part of a program that spans over 616 campuses worldwide. Our fresh identity reflects what students like us are actually building right now: cloud, AI, data, and beyond.

בסדנה נכיר את העקרונות הבסיסיים של תחום הריתוך, נתנסה בעבודה עם כלי העבודה השונים, נחשף לסוגי הריתוך השונים ותצברו ידע שיסייע לכם להבין את התהליך ואת טכניקות העבודה הנדרשות. עלות: 240 ש"ח למבוגר/ת. לתושבי יהוד-מונוסון: 190 ש"ח למבוגר/ת. שימו לב: לא מספיק להרשם פה, יש להרשם גם בקישור הבא [https://www.makelab.org.il/registration/welding](https://www.makelab.org.il/registration/welding)

מוזמנים/ות לסדנה באמנות הפורינג (Pouring). בסדנה נייצר בעצמנו אומנות ייחודית ומרהיבה בשיטת הפורינג ותצאו ממנה עם שתי יצירות אומנות חד פעמית על קנבסים. למבוגרים ונוער (16+) עלות: ₪200. מחיר לתושבי יהוד – ₪150. שימו לב: לא מספיק להרשם במיטאפ יש להרשם גם בקישור הבא http://link.makelab.org.il/Pouring

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-tel-aviv-online-tickets-1975092406556?aff=meetup **QUESTIONS ?** Pls Reach out to; Rose - +971528033410 ( WhatsApp Only)

TAMI π is a curated meeting, workshop or presentation about a topic in math. It happens every two weeks at TAMI. The event is hosted by a different person each time. You can come, learn topics and share ideas in an open and informal atmosphere. For proposing a presentation or topic you can drop us a line. תאמי פי הוא מפגש אוצר, סדנה או מצגת על נושא במתמטיקה. זה קורה כל שבועיים בתאמי. את האירוע מנחה אדם אחר בכל פעם. תוכלו לבוא, ללמוד נושאים ולחלוק רעיונות באווירה פתוחה ונעימה. להצעת מצגת או נושא ניתן לפנות אלינו.

Join us in the search for the true, the good and the beautiful. Each meet is in one of two formats: a shared reading and open discussion of philosophical texts, or a continuing series of lectures based on the reading of a fascinating book of philosophy. Both formats are in Hebrew, with some reading of English texts, assisted whenever needed. We meet weekly Friday on 80 Rokach Boulevard, Tel Aviv, at the gardens of the Council for a Beautiful Israel. Welcome anyone interested in understanding life more deeply, regardless of age or prior knowledge. The love of wisdom is enough. Please join our WhatsApp group: https://chat.whatsapp.com/JeAa2uRNTlF0rdrVTLzUC0?mode=wwt Note: there's always enough sitting room, but some of it is on the grass or a mat on the floor. If you want to guarantee yourself a chair, please bring one with you. Sapere Aude! (Kant's Motto: Dare to Think!)

ביום שישי 08.05.2025 נפגש למיטאפ על המאמר של איין ראנד "The Establishing of an Establishment" מתוך הספר Philosophy: Who Needs It את המפגש יעביר אייר רייכל, עמית מרכז איין ראנד. לקריאת המאמר [https://drive.google.com/file/d/1N3s9eS7ulGYaN2omRRtx_OtMEtG2FJqr/](https://drive.google.com/file/d/1N3s9eS7ulGYaN2omRRtx_OtMEtG2FJqr/) **\*\*\*המפגש מיועד לקהל הרחב ולא מצריך ידע מוקדם מעבר לצפיה בהרצאה\*\*\*** תכנית: 10:45-11:15 התכנסות 11:15-12:45 דיון על המאמר 12:45 אפטר מיטאפ: קונים אוכל ושתייה בשרונה מרקט וחוזרים למינגלינג בוויוורק הדיון מתחיל ונגמר בזמן. נא לדייק ולא לאכול במהלך הדיון [תרומות למרכז איין ראנד ופעילות המיטאפ כאן](https://www.aynrand.org.il/donate) . הנחיות כניסה: יש להיכנס בכניסה א' של שרונה מרקט, מול מסעדת "מקסיקנה" יש דלת לחדר מדרגות, יש לעלות לקומה ה3 ולכתוב בקבוצת הוואטסאפ של המיטאפ https://chat.whatsapp.com/GlEViDHrWfoIejnHiPx6rF ניתן להגיע באמצעות הרכבת הקלה - תחנת יהודית למגיעים ברכב, חניה מומלצת ב"חניון פלטיניום" (מופיע בוייז). במחיר 20 ש"ח, חניונים אחרים יהיו יקרים יותר ניתן גם לחנות בחניון "מילניום" שקצת רחוק יותר ב10 שח עם אפליקציית סנטרל פארק. לאחר המפגש, ממשיכים לבלות במתחם וויוורק, נהוג לקנות אוכל במרקט למטה ולחזור לאכול במתחם. מתלבטים ביחס להתאמת התוכן? אופי המפגש? מוזמנים לפנות ולהתייעץ עם בועז.

**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

**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

**Talk Description** For most of Python's history, the predominant option for documentation has been Sphinx and reStructuredText. However, a majority of other ecosystems have adopted Markdown. There are historical reasons for reStructuredText being a better choice, however, Markdown is now up to the task. In this talk, you'll learn why Markdown is a better option for your project's documentation. You'll be introduced to MkDocs, a static site generator built around Markdown content, and a series of associated plugins and extensions that you need to bring Sphinx-like capabilities to Markdown documentation. You'll hear a case study of migrating multiple large, existing Sphinx-based documentation bases to Markdown, including the tools used for automating the process. You'll learn how you can engage the community to assist with the effort. Finally, you'll learn why it's worth the effort to make a change of this magnitude. **Agenda:** 7:00pm - Opening announcements 7:10pm - Switching from Sphinx to Markdown 7:50pm - Q&A

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll 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. You’ll 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.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We 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.

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