Data Science

Struggling with motivation and focus as you hammer away on your manuscript at home? Want to join a community of writers as we embrace the joys and pains (mostly pains) of writing together? Bring your laptop, pen & paper, old-school typewriter, or futuristic writing gadget, and join an enthusiastic community of science fiction and fantasy writers as we work on our current projects in the same space. The format will be similar to our online writing sprints: 30-minute blocks of focused, quiet writing time (the sprints), interspersed with breaks where we can chat, ask questions, and share our writing experiences.

⚠️日本語の案内は下にあります⚠️ ⚠️한국어 안내는 하단을 참고해주세요!⚠️ ⚠️中文用户请向下滚动⚠️ CAS Family, thank you as always for being part of this community! This time we’re hosting a special edition event — a Hanami picnic at High Park 🌸 Let’s enjoy the cherry blossom season together, relax, chat, and spend a beautiful spring day with everyone🫶 Let’s make a lovely spring memory together with the CAS Family ☘️ 🎟️Fee : Free✨ 🧳What to Bring • Snacks or drinks if you’d like to share • A picnic mat or blanket if you have one We will bring a large picnic sheet, but extra blankets are always welcome. 🙏 For recreational games, balls, playing cards, frisbees, and more will be provided. ⚽🃏 📍Meeting Point High Park The exact meeting location will be shared only with registered participants. It will be announced at least one hour before the event starts🌸 ☂️Rain Plan If it rains, the event will be cancelled or postponed We will announce the decision at least three days before the event. CAS Familyの皆様へ♡ いつもご愛好ありがとうございます！ ついに長い冬が明けると共に お花見イベントを開催することになりました🌸 🎟️料金: 無料✨ 🧳持ち物 特大レジャーシート、ボール、トランプ、ボードゲーム、フリスビー、縄跳び等ご用意いたしております🫶 ご自身用のスナックや飲み物、レジャーシートの持ち物大歓迎です🙏 📍集合場所 詳しい場所は集合前1時間までにアナウンスいたします。サインアップしてる方のみへの公開です！ ☂️雨天時 中止 or 延期 イベント3日前までにお知らせします 늘 CAS 이벤트에 참석해주셔서 감사드립니다. 봄을 맞아 특별한 이벤트를 개최하게 되었습니다! High Park에서 벚꽃놀이를 즐겨보시는 건 어떠신가요? 🌸 다가오는 봄을 느끼며 즐겁게 대화하며 쉴 수 있는 편안한 시간을 준비했습니다 🫶 CAS와 함께 소중한 추억을 만드실 수 있길 바랍니다 🍀 🎟️ 참가비: 무료 🧳준비물 (선택 사항) 간단한 간식거리 피크닉용 돗자리 커다란 돗자리 하나를 제공해드릴 예정입니다만 여분의 돗자리가 있으시다면 가져와주시면 감사하겠습니다 🙏 카드게임이나 원반 던지기등 다양한 게임이 준비될 예정입니다 ⚽️🃏 📍위치 High Park 정확한 위치는 이벤트 시작 한시간 전에 참가자분들께 안내해드리도록 하겠습니다🌸 ☂️날씨 관련 우천시에는 이벤트가 미뤄지거나 취소될 예정입니다. 최소 3일전에 안내해드리도록 하겠습니다. 🎟️费用：免费✨ 🧳携带物品 • 如果你愿意分享，可以带一些零食或饮料 • 如果有的话，可以带一块野餐垫或毯子 我们会准备一张大的野餐垫，但欢迎大家自带额外的毯子。🙏 同时也会提供一些娱乐活动用品，例如球类、扑克牌、飞盘等。⚽🃏 📍集合地点 High Park 具体集合位置仅会分享给已报名的参加者，并会在活动开始前至少一小时公布🌸 ☂️下雨安排 如果下雨，活动将会取消或延期。 我们会在活动开始前至少三天公布决定。

Hello everyone, Please join us for a fun, interactive and laughter filled ***"group dating game"*** experience. We all bring years of knowledge, wisdom and stories; so together we can support, inspire and share optimal understanding to love, dating and fulfilling relationships. This will be a well organized, interactive and valuable afternoon as we dive deeper into the real meanings of love, romance, intimacy and effective dating. \*We will be joined by my other social groups too so we can anticipate a great afternoon Event Details bellow: Sincerely, Steve Flemming (Organizer/Host) Event Details: **Steve Flemming Presents:** **Love Will Find a Way!** **(Group Dating Game)** -An inspiring, interactive and welcoming afternoon as we go deeper into the universal topic of love, dating and intimate relationships \*Let's not take ourselves too seriously either (we're all in this together-so we'll definitely share some laughs too :) \*Invite your friends or come on your own; all is welcome! **About the Organizer/Host** Steve Flemming provides over 20 years of producing community events and group facilitation on personal growth, spirituality and relationships. He looks forward to involving everyone in a safe, fun and inspirational way. We will be sure to experience a wonderful afternoon with great, thoughtful people in a ideal setting for connection and conversation. **Where to Meet us?** **Date: Sunday May 3rd 2026** **Arrive between 4:00 p.m. - 4:30 p.m.** **Location: La Carnita - Good Fortune Bar (Main Floor)** **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 \-\-\-\- **Event Fee:** 10 dollars upon arrival (HST included) (Cash only or e transfer when you arrive) **steveflemming11@gmail.com** \-\-\-\- \*Dinner & Beverage Menu available too \*Includes reserved seating for the group \*Beverage and/or appetizer minimum to support the staff and venue Remember to tip the hard working servers too) Thank you for your co-operation :) \-\-\-\- **Parking Available:** \*Plenty of street parking on Eglinton and (Residential area south/east of venue for free) **Close to Subway Station:** \*Also three minute walk east from Yonge/Eglinton subway station

You don’t have to fly to Japan or Washington DC. Its right here at high park. Join us for a walk in high park to witness the cherry blossom! We’re heading to High Park for the annual cherry blossom bloom. Come for the beautiful views, stay for the "I can’t believe it’s finally spring" vibes. We promise it’ll be a blooming good time. Don’t leaf us hanging! We will see you at the high park’s north entrance. Wait for 15 mins and then start the walk. P.S. The moment you touch the leaves or the tree for that one Insta pic, we will disown you! (Not kidding here) 💵 Cost: $2 (cash or e-transfer to mech.mandeep@gmail.com) Who knew running a meetup costs money!!

🌸🌳 **CHERRY BLOSSOMS IN HIGH PARK WALK + LUNCH** 🌳🌸 **Spring Blooms, Busy Energy & A Tavern Finish** If the early morning version felt a little too ambitious… this one’s for you. Join us for a slightly later start to experience the cherry blossoms in High Park — one of Toronto’s most beautiful (and busiest) spring traditions. For a short window each year, the park fills with soft pink blooms, drawing people from all over the city. It’s vibrant, a little chaotic, and completely worth it. The cherry trees were originally gifted in 1959 by the citizens of Tokyo through Ambassador Toru-Hagiwara, symbolizing friendship and appreciation. Many were planted along the hillside near Grenadier Pond — and today, they’ve become one of Toronto’s most anticipated seasonal moments. This is not a formal tour. It’s a social walk — come for the blossoms, stay for the experience. 👉 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) \*\*\* 🚶‍♂️ **What We’ll Do** We’ll meet at the park and head toward the three main cherry blossom areas, stopping at each so everyone has time to take photos and enjoy the views. Afterward, we’ll continue on a relaxed walk through the park, passing by the zoo and taking in more of the scenery. To wrap things up, we’ll head out of the park and make our way to The Mugshot Tavern for a casual lunch together. 🍔🍻 You’re welcome to join for food or head out whenever you like. Please note: there are hills throughout the park. \*\*\* 🌦️ **Weather & Expectations** This event will happen in typical spring weather — sun, wind, or light rain. As long as it’s not extreme conditions, we’ll be going ahead. Dress in layers and wear comfortable shoes. 🌸 **IMPORTANT:** Cherry blossom timing can change depending on the season. This event may be moved to another date to catch peak bloom — please keep an eye on updates. Also — expect crowds. This is a popular event, especially later in the morning. And as always — this is NOT a guided or historical tour. I’ll share context casually, but the focus is on enjoying the space together. \*\*\* 🚫 Getting There **DO NOT DRIVE TO THIS EVENT.** Parking will be extremely limited or unavailable. It is strongly recommended to take public transit to High Park Station. \*\*\* 🧢 Meetup Details 📍 Meetup Location: High Park sign (west side at Bloor & High Park Ave) 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. We’ll head in promptly. End Point: Near The Mugshot Tavern \*\*\* 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* 🎒 **What to Bring** **Water** Good walking shoes (hills!) Camera or phone for photos 📸 Weather-appropriate clothing (layers + spring-ready 🌸) Optional: cash/card for lunch Please also use the washroom before arriving, as stops are limited early on. \*\*\* **🌈 Who Is This For?** This group is open to anyone who wants to be social and make friends — whether single or not. We also host: 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. \*\*\* **REMEMBER:** You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes plans shift and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the blossoms. Stay for the lunch. Leave feeling like you made the most of one of Toronto’s busiest — and most beautiful — spring days. 🌸✨

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

7.30pm-10.30pm Social Dance Usually more than 50 people join us for a fun Salsa/Bachata night. The best way to end the weekend! You don't need to have a partner or be an experienced dancer. We provide two classes for beginner level and intermediate level. ◾When You Arrive ◾ - Sanitize your hands before entering the dance studio & in between dances, please - Do not come to dance if you show any symptoms of cold/flu ◾ Drop in : $15 ◾ * Every Sunday * 📍39 Glen Cameron Road, unit #1 Thornhill, Ontario From: 7.30 - 10.30 pm Cover fee: $15 at the door We will also be hosting two free salsa lessons and a bachata lesson: (it's included) *6.30pm-7.30pm Bachata L1 by Estephan [small room] *6.30pm-7.30pm Salsa by David [large dance studio] *7.30pm-10.30pm Sunday Social Dancing [large dance studio] * Music: Mostly Salsa & Bachata, some Merengue and a few Cha Cha and Kizomba. Come out and enjoy the night away! * Usually, more than 50 people are attending this social, and people switch partners, so you don't need to bring a partner. 647-504-9876

Call on 416-938-2223 to find me :) -Ritik

Tentative based on weather. Time and day may be changed depending on weather Minimum sign up of 20 required for this event You must be able to play strong 3 hit volleyball and have good ball control. The event is $5 cash payment only. You will be partnered with others of the same skill level. Please note that you must know FULL beach rules. You MUST answer the RSVP question to play this event. If your answer is wrong or you do not answer then you will be removed from the event. The question or your response may not show up when using some apps so please RSVP from a computer. Beach Rules - [#1 Beach Volleyball and Social Group Discussions](https://www.meetup.com/beach-vball/discussions/) Requests to play together must be submitted in your RSVP answers when you sign up and must be requested by each player. You can request to play with 1 other player. Beyond one player is not guaranteed Since sign ups will be limited it is very important that you show up if you sign up. You MUST provide an email address to sign up for the event in the rsvp question every time you sign up to confirm your sign up. RSVPs will be removed for if email is not included in RSVP King of the court Ladder format will be used Please only join the waiting list if you intend to play if added from the wait list. If your plans change please remove yourself from the wait list. You MUST answer the RSVP question and provide your first name and email address. If you do not answer the question and provide this your RSVP will be removed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. PLEASE DO NOT SIGN UP FOR THIS LEVEL IF YOU ARE A RECREATIONAL PLAYER AND ARE NOT CAPABLE OF CONTROLLING THE BALL TO PASS, SET AND SPIKE. If the event is full, put yourself on the waiting list. Spots can free up the week of the event as people change their minds. Instructions will be sent out 1 or 2 days before the event. In case of rain check the "Bad weather guidelines" in Discussions/messageboard/volleyball discussions

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**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

**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

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).