Akka

Small Group | Women-Only Event ※日本語の案内は下にあります 【Fee】 $10 (Only $5 if you bring snacks for share) 【Payment】：Cash or E-Transfer only ⚠️ Credit/debit cards are not accepted. • We’ll provide a cup of green tea. If you have a favorite drink, feel free to bring it with you! (Cups, plates, wet wipes and snacks will also be available.) Meeting Point: The central stage on the first floor of the library (If you are late, please come to Study Room 1 and 2 on the first floor or Study-room on the second floor). • A relaxed tea-time hangout with casual chatting in both English and Japanese, plus card games 🌸🍵 (There’s no structured “language exchange time,” so don’t worry if you’re not confident—just take it at your own pace! 🙋‍♀️) 【Important Request】 If you can’t make it, please mark yourself as “Not Attending” so someone on the waitlist can join. If you fail to show up twice without marking “Not Attending,” you may be removed from the group. 【Eligibility Notice】 This event is exclusively for individuals assigned female at birth (AFAB). While we deeply respect all gender identities, this particular gathering is intended to provide a safe and comfortable space for AFAB women to connect. We kindly ask trans women, non-binary, and other gender-diverse individuals to refrain from attending this time. Additionally, if your name or profile photo does not clearly reflect your gender (e.g. male-identifying names, random numbers, spam-like characters), you may be removed from the event. Thank you for your understanding. 少人数｜女性限定 The English guide is below 【参加費】 $10 （シェアできるお菓子を持参で半額の$5） 【支払い】：現金 or E-Transfer のみ ⚠️ カードの取り扱いはありません ・緑茶1杯ご用意します。好きなドリンクがある方はお持ち込み大歓迎です。 （他：コップ、お皿、手拭き、スナックあります） 【集合場所】 図書館の一階中央ステージ （遅刻した場合はStudy Room 1 or 2または2階のStudy roomに来てください） ・英語と日本語を自由にミックスしておしゃべり、カードゲームなどゆるっとお茶会スタイル 【こんな方におすすめ】 女の子の友達が欲しい！ Meetupに参加してみたいけど、不安がある。 【お願い】 参加できない場合は「不参加」にしてください。 「不参加」なしで2回現れなかった場合、退会となります。 【参加対象についてのご案内】 本イベントは「出生時に女性として割り当てられた方（AFAB）」に限らせていただいております。 あらゆるジェンダーアイデンティティを尊重しておりますが、今回はAFABの女性が安心して交流できる場を意図しております。 トランス女性・ノンバイナリー等の方々におかれましては、誠に恐れ入りますが、今回のイベントへのご参加はご遠慮ください。 また、名前やプロフィール写真から性別が判断できない場合（明らかに男性である、数字の羅列、スパムのような文字の羅列など）イベントから退会してもらう可能性があることをご承知ください。

We have a new program running on Thursdays 8:00pm-9:30pm from March 26th until May 28th: Casino Rueda! Also known as Rueda de Casino, this is a Cuban salsa dance style where a group of couples form a circle and execute synchronized salsa moves under the direction of a "caller". The classes are progressive, so we'll be looking for a commitment through payment for all classes, but please come join us for your first on March 26th and decide if you'd like to stay for the rest! Each 1.5h class will cost $20, with the entire 9-class program costing $180. No prior experience of partner necessary! Instructor: Leon Payment: Cash or e-mail transfer to galaxydanceclub.info@gmail.com Address: 39 Glen Cameron Thornhill, unit 1 Contact: 647-504-9876 Please let us know if you have any questions!

**Esmeralda Enrique Spanish Dance Company** \| Academy of Spanish Dance: *Ticket link is below* (20% off promo)-- Flamenco is Life. It's a living art. ***Special guests, acclaimed flamenco dancer José Manuel Álvarez (Barcelona, Spain) and beloved singer Manuel Soto (Jerez, Spain),*** join dancers Kiyo Asaoka, Makeda Benítez, Pamela Briz, Nancy Cardwell, Virginia Castro Durán, Rocío Conde, Alison MacDonald, and as always, Artistic Director Esmeralda Enrique, with flamenco guitarists, Caroline Planté (Montréal) and Benjamin Barrile (Toronto), singer Marcos Marín (Montréal) with percussionist, Miguel Medina (Montréal). https://www.youtube.com/watch?v=5IeTi_ZxUGU **Ticket link:** https://www.flamencos.net/ (You are purchasing for Friday May 8th) Once you enter Ticketmaster link (May 8th)--look for the **UNLOCK** box **Enter promo code:** MEETUP This will give you a 20% off ticket price. Play around with the seating chart--but more than likely you can find a $40-$45 ticket (be patient!)

Let’s get together to speak French! We’ll enjoy tea/coffee and some icebreaker games. Everyone is welcome. Venez parler français! À bientôt, Hassane. \*Merci beaucoup de vous être inscrit(e) à notre prochaine rencontre! Nous sommes ravis de votre présence. Afin de permettre à d’autres de se joindre à nous, nous vous demandons respectueusement : 1. **Si vos plans changent,** veuillez mettre à jour votre statut (passer à 'Non') le plus rapidement possible pour libérer votre place. 2. **Si vous êtes sur la liste d'attente,** merci de ne pas vous présenter à l'événement. Votre statut doit être confirmé pour pouvoir participer. Veuillez vous inscrire directement aux prochaines dates disponibles. Au plaisir de vous accueillir! \*To allow others to join us, we respectfully ask that you: * **If your plans change,** please update your RSVP status (change it to 'No') as quickly as possible to free up your spot. * **If you are on the waiting list,** please do not show up for the event. Your status must be confirmed to participate. Instead, please register directly for the next available dates. IMPORTANT: Veuillez noter que pour profiter pleinement de nos échanges, une aptitude de base à la conversation est vivement souhaitée : ce groupe est un cercle de discussion convivial et non un cours de langue. Please note that to fully enjoy the experience, a basic speaking aptitude is recommended: this group is a social conversation circle, not a formal teaching class. We look forward to welcoming you! Please join our WhatsApp group: https://chat.whatsapp.com/LRUdXbjpG8I9aph4dU6Go8

We are meeting at the Multifaith Centre every Friday evening from 7 pm to 9 pm in the Third Floor Quiet room, for periods of 8-fold moving exercise, sitting meditation, and walking meditation in the tradition of Chan Buddhism. The session ends with a tea-sharing and discussion. All are welcome and this event is free of charge!

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

～English description below～ イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始：土曜日5:00PM 予約取消締切：土曜日14:00PM(当日) 予約受付締切：土曜日15:00PM(当日) スケジュール 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間［または英語の時間］ 6:15PM - 7:00 PM - 英語の時間［または日本語の時間］ 【イベント内容】 Language Exchangeへようこそ！このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートークを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽に質問をしながらそれぞれのセッションを楽しんでいただければと思います。 開催場所：Atrium フードコート TJEXのサインボードを持ったオーガナイザーにお声がけください。(もしサインがなかったり、わからなければメッセージをお願いします！) 予約規約（⚠️重要） ・当日の不参加、もしくは15分以上の遅刻、また予約取消締切後の変更は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト（going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします！ Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events RSVP: RSVP open: 5:00 PM RSVP cancel deadline: Saturday, 2:00 PM (day of the event) RSVP close: Saturday, 3:00 PM (day of the event) Day of Event: 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese conversation 6:15 PM - 7:00 PM - English conversation Event Description: This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Optional Dinner : After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you. However, Dinner is only for Participants that joined on the day of the event. Event Location: Atrium Food Court The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy: If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show. Members are removed from the group after 3 No-Shows. Waiting List: Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list. Going List: Only Members on the going-list can participate on the day of the event. Group Instagram - @tjex.ca Feel free to follow us!

**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁** **[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)** **[TILE.]** now has a **2-for-1 special event,** which includes: **1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher **2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$5, unless you already paid for the same day 6:30 English class right before, in which which case the 7:15 social is FREE)* Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events for $5!*** Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers. *You **must** read the full event description below before attending. By attending, you agree to all the terms listed.* **[TILE.] Toronto International Language Exchange** event details: * We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.* **PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer. \-\-\-\-\-\- **IMPORTANT DISCLAIMER – Meetup Group** By attending any TILE events, including these ones, you acknowledge and agree to the following: * *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.* * *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.* * *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.* * *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.* * ***If you do not agree with this disclaimer, please do not attend TILE events.***

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

e-transfer or cash we take. e-transfer: hangout.lx@gmail.com Join us for a fun Language Exchange event surrounded by the stunning beauty of Sakura season! It’s a great chance to soak in the cherry blossoms, swap stories about our cultures, and practice some language skills together. We’ll have Sakura viewing, cool chats about our backgrounds, and laid-back language activities. Whether you’re brushing up on your Japanese or helping someone with their English, it’s all about good vibes and learning in a chill setting. Let’s celebrate spring and new connections under the Sakura trees! Bring your own snacks to enjoy. Participation fee is $5(including bottle of water) 桜の美しさを楽しむ、気軽なランゲージエクスチェンジイベントに来てください！ 満開の桜に囲まれながら、文化の話をして、言語練習をするのにぴったりな機会です。桜鑑賞や文化についてのトーク、ゆるい言語アクティビティを楽しみましょう。日本語を磨きたい人も、英語を教えるのに興味がある人も、のんびりした雰囲気の中で学べます。桜の下で春と新しい出会いを一緒に祝おう！スナックも忘れず持ってきてね。 参加費は$5(水１本つき)

你有没有试过，让 AI 替你读一本书？ 十秒钟，梗概有了。 一分钟，重点也有了。 再问几句，它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书，只看 AI 总结，算读过吗？ 工具书也许可以。 小说呢？传记呢？ 那些在某一页突然停住的时刻呢？ AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来，只有你知道。 **第一期「AI双面圆桌派」，我们聊：** **当 AI 可以总结、解释、陪读、反驳一本书时，人还为什么读书？** 我们该读得更多，还是读得更慢？ 我们和三位嘉宾一起，聊几个问题： * AI 眼里的重点，是我的重点吗？ * 读得快，会不会只是更快地产生“我懂了”的错觉？ * 哪些书可以交给 AI 先读？ * 哪些书，还是要自己慢慢读？ * 故事、共鸣、经验，算不算知识？ 两个小环节： * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna，深耕北美市场营销与中国科技，互联网产品出海，腾讯，IDG投资的企业级AI软件小鹅通elink加拿大负责人，专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目，实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地，赋能企业私域与数字化转型 * 深度连接中美加商业资源，搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师（CPA），7年审计经验，横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行，及政府审计部门。拥有横跨三类组织的审计实务经历，擅长从财报中梳理逻辑、发现问题，并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”，习追问，习惯质疑，抽丝剥茧，追本溯源。也是夹缝中生存的打工人，探索如何用AI杠杆减轻负担、加速成长。 张英锋，QHOW Technology 创始人，科技教育与知识传播实践者，长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”，在科学、数学、教育、历史等领域创作 160 多篇回答和文章，累计阅读超过 3700 万，拥有 26 万关注者。在本场圆桌中，他将从一个略带“反方”的角度讨论 AI 阅读：AI 总结带来的，究竟是真正的知识，还是一种“我已经懂了”的幻觉？他关注的问题是，当 AI 可以快速提炼一本书时，人如何避免停留在叙事共鸣中，而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

\*\*Let's make friends, learn English or study Japanese, and have fun :)\*\* \*\*英語と日本語を一緒に学びましょう！\*\* このイベントは、英語と日本語のラングエッジエクスチェンジです。英会話を学びたい方、ぜひご参加ください！ 1対1での会話なので、自分のペースでお話できます 🙆‍♀️ ■ 日時 : 毎週日曜 16時\~18時 ■ 場所 : The foodcourt inside North York Centre building on east side of Yonge Street, nearby to Subway restaurant and Booster Juice. ■ 費用 : 無料 ■ 詳細 : 1セッション40分(英語20分、日本語20分)。2セッション行います。セッション毎に会話の相手を変えて行います！ ■ 参加人数 : 最大14人 / 7組 ※ 基本的に1対1での会話ですが、どうしても人数が揃わない場合は3人1組での会話となります。 ■ 参加条件 英語学習者: 日本人、もしくは日本語をネイティヴレベルで話せる方 日本語学習者: 英語を母国語とされる方、もしくは英語をネイティブレベルで話せる方 ■ 注意事項 1.イベントへのサインアップは、月曜日の午前8時～金曜日の午後8時までとなっております。 2.当イベントは、1対1でのラングエッジエクスチェンジのため、主催者側で人数に偏りがでないよう調整させていただいております。したがいまして、サインアップ(=参加表明)後は、以下の流れで参加可否が決定されます。 ① サインアップ後は自動的にまず”Waiting list”に入ります。 ② 人数調整に問題がない場合、主催者側が”Going”に登録します。 ※ やむを得ず欠席する場合は、遅くとも2日前までに主催者へご連絡ください。 ※ 無断欠席された場合は、次回以降Waiting listの最後に登録され、参加への優先度が低くなりますのでご注意下さい。 ※ 無断欠席が続いた場合は、グループから削除される場合があります。ご了承ください。 ※ 1対1のイベントのため、時間厳守でお願いいたします。 See you soon! お会いできるのを楽しみにしています ☺️ —— This is a language exchange for those who are primarily interested in 1-on-1 conversation practice for English and Japanese. \*\*Timetable \*\* Time: 4:00pm - 6:00pm (Eastern Time Zone) There are two sessions. Each session runs 40 minutes with half of it in English and the other half in Japanese. We will change partners after 40 minutes. \*\*Event Capacity: 14 members max (7 pairs)\*\* Group Size (2 people, max 3) See you soon! \*\*Minimum Requirements: ⚡ \*\* Please note that all English speakers must meet the \*\*minimum requirement\*\* of being able to read \*\*some\*\* \*\*Hiragana\*\* or \*\*Katakana\*\* before joining the group. This is to ensure that we all members can actively participate and take part in our one on one language exchange. If you do not meet this requirement, we encourage to take Japanese lessons before joining our group. \*\*RSVP Rules **😁** \*\* 1\. RSVP opens on Monday at 8:00am and closes on Fri night at 8:00pm\. 2.To be fair to all members, all RSVP’s will be automatically moved the wait list until the organizer assigns partners and confirms your attendance by changing your status to "Going". This is to ensure that everyone can be paired with a native speaker of the language that they are learning. If you are confirmed and need to change your RSVP, please be considerate to your partner but giving us at least two days prior notice. No shows will be moved to the bottom of the waitlist for future events. If you are a repeat no show, you may be removed from the group. Attendees who are not confirmed for this event and show up will be asked to leave and sign up for the next event to members who are confirmed for this meet up. Pairing will be announced by 10pm the day before so please ensure that you check the event page to find out who your partner is before attending. Practise your English or Japanese and make some International Friends across North York and Toronto! Join us whether you are studying English, am interested in Japanese Culture, Language & Culture, or are simply just looking for Cultural Activities or making friends. We welcome anyone across the Greater Toronto Area from North York, Downtown Toronto, Scarborough, Richmond Hill, Markham, Mississauga, Brampton, etc.

**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

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.

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

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.

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** \~\~\~\~\~\~\~\~\~\~\~\~\~ 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!

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/