Machine Learning

## (Lesson 2) ## What to expect Project Equilibrium is an in-person introduction to disciplined, rule-based trading automation. This first event is designed to be clear, practical, and approachable no hype, no pressure, and no prior technical background required. ### Why we meet (two-session structure) This meetup is structured as **two lessons**: **Lesson 1 — The “Why” (mindset + framework)** * What Project Equilibrium is (and what it is not) * Why we focus on process, rules, and execution discipline * What “24/7 execution” means in practice * Q&A and open discussion **Lesson 2 — The “How” (step-by-step setup)** * A simple walkthrough of the basic tools you need * Step-by-step guidance to install and prepare the required exchange apps/accounts * A clear checklist to be ready for future sessions (You won’t be left alone—everything is explained calmly and in order.) ### What to bring To make the second lesson smooth, please bring: * **A smartphone** (for authentication and exchange app setup) * **A laptop** (for the setup steps and configuration) If you only have one device, you can still join Lesson 1. The setup lesson is simply easier with both. ### Who this is for * People curious about algorithmic execution and portfolio discipline * Beginners who want a structured approach * Experienced traders who want more consistency and less stress ### Agenda * Welcome + introductions * Lesson focus of the day (Why / How) * Guided walkthrough (where applicable) * Q&A + next steps ### How to find the group * Arrive a few minutes early and look for the **Project Equilibrium** group. * I will be there to welcome attendees if you’re unsure, simply ask the venue staff for the Meetup group name.

Hello everyone, A two-hour slot has opened up tomorrow morning at Beachhalle Nord in Zurich. Early birds, feel free to join! If there are only three of us, we’ll do drills or work on serves and setting. If we are four or more, we’ll be able to play matches. Let's meet at the Raiffeisen court. This event is aimed at everyone that has never played before or a long time ago and is not sure to be able to pass the ball properly over the net or to someone. If you think you're comfortable playing, I invite you to join the advanced events of Marius: https://www.meetup.com/meetup-group-avsypajv/. **Tips:** \- Bring a water bottle **A few practical details and participation conditions:** \- A small contribution is required for court rental and other organisational expenses\, please pay before the event via TWINT at \+41784053495 by **writing your name and date of the event** or cash the day of the event. \- Please only sign up through Meetup for an easier organisation \- Please cancel at least 5 hours in advance if you can’t make it\, so others can sign up or I can reschedule the session \- If you don't cancel and do not show\, please cover your share to keep it fair for everyone\. **!No shows!** Lately, there has been quite some no-shows. Therefore, I remind you to please sign out before the event if you're not sure to come. So that people in the waiting list can join instead. The court is not free, any no-show means wasted cost. In case of two no-shows, I have no choice but to impeach you from signing up again by excluding you from the group 😣 **How to reach the court:** 1\. Enter the main building\. The wardrobe will be on your left\. 2\. Cross the main building and go out again\. 3\. Go around the building in front of you by turning left\. You will see the tennis courts on your left\. The entrance is slightly hidden on the right\. 4\. Leave your shoes and belongings in the boxes at the entrance\. If you want to join the Whatsapp group for any updates, events and other activities, let me know after the event 😊

**⚠️ Ticket needed:** [https://social-circle.ch/](https://social-circle.ch/) **Unplug & Create: Digital Detox Café at Paint it Easy** Take a break from screens and reconnect with yourself and others at our Digital Detox event in Zürich’s most inviting creative space, Paint it Easy. We’ll kick off the evening with a relaxed atmosphere, setting the tone for a mindful and inspiring night. Join our craft group: [https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3](https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3) Choose your path for the evening (workshops are first come, first served): **Connection, Play, Learn** **Workshop:** Reducing your screen time ✨ **Want to continue your digital detox after the event?** For those who feel inspired to go deeper, you’ll have the option to join a **30-Day Unplug Challenge** A gentle, playful program with small weekly offline challenges, reflection prompts, and an accountability buddy — designed to help you reduce screen time and build healthier habits, without going extreme. Details will be shared during the event **Deep Talk with Question Cards:** Dive into meaningful conversations and connect with fellow participants on a deeper level. **Boardgames:** Just for fun or to meet new people. **Creative Activities:** * **Drawing** (included) * **Canvas Painting** (CHF 10/hour + canvas, e.g., 30x40 cm: CHF 9) * **Pottery Painting** (CHF 20–45 per piece) * **Jewellery Making with Beads** (CHF 10/hour + materials, avg. CHF 20–30) * **Linocut Printmaking** (CHF 25–35 per piece) **Location:** Paint it Easy, Zürich **Early Bird Ticket:** CHF 15 (standard CHF 18) **Includes :** Welcome drink\*, drawing material, notebook, games, workshop **Doesn't include** : optional creative activity fees (depending on your choice) \*Warm drink, homemade iced tea, or lemonade Want more events like this? Join our community! [https://chat.whatsapp.com/Hmm9DZP3wzaL8cXrtAAafw](https://chat.whatsapp.com/Hmm9DZP3wzaL8cXrtAAafw) No experience needed—just bring your curiosity and an open mind! Whether you're painting, reflecting, or connecting, this is your space to recharge, express, and enjoy. Please note that pictures might be taken and used, if you don't want to be on them please let the host know. Tickets are not refundable. #digitaldetox

Playing Beachvolley at Beachhalle Zürich Nord. We play 3vs3 or 2vs2 Please pay 15Chf via Twint to +41791231674. Please write the name and the date of the event, so i know who paid. Its for renting the field and for organising.

**IMAGINE THIS** **Intense black ink staining the paper and you read: CREATIO** This word refers to the act of bringing something into existence. **To create!!** ✒️ **That is WHAT WE DO** You’ll create your unique composition using: **WATERCOLORS, GOTHIC CALLIGRAPHY and GOLDEN LEAF.** We explore the rich world of ILLUMINATED MANUSCRIPTS (medieval Christian books from 1300–1500 AD). These books were decorated with symbolic motifs showing mainly FLOWERS, ANIMALS and GROTESQUES or HYBRID CREATURES. Usually written in Latin contained prayers, astrological signs, calendar and descriptive scenes. ✒️ **WHAT IS INCLUDED?** ► **Tutoring:** This is a longer session than usual. **3,5 hours** learning with me and solving your doubts. ► **Good quality** **material**: Watercolor paper **300mg/m2 (cellulose and 100 % cotton),** **special quills for gothic style,** **ink (red, blue and black)**, watercolors, golden leaf, brushes, pencil, eraser. ► **Instructions** I created for you as a summary. Don't worry about taking notes! ✒️ **WHAT ELSE IS INCLUDED?** ► **Appetizer**: Cheese, sweet grapes and Zopf bread. ✒️ **EXTRA** ► **Medieval carefully selected music.** It creates a calm atmosphere with harmonious frequencies helping the mind to deeper concentration during the creative process. **ALL LEVELS** **Beginner?** I always teach the art medium basics and give extra personalized support. **Advance?** Start to paint in your rhythm and skip explanations. **WHERE?** In the beautiful GZ Schindlergut in Zurich. **I SPEAK** English, Spanish and German (intermediate level). **Hi! I am Marga and I am here to help you to improve your life.** Let me take care of everything. Good material, relaxing atmosphere, clear organization and kind support. **ABOUT ME: [Marga Crea Arte](https://www.instagram.com/margacrea_art)** (Youtube/Instagram/Facebook/TikTok).

Ohne Vorkenntnisse / Solo-Anmeldung möglich Kursstart: Sonntag 01. März 2026 Kursdauer: 01. März - 12. April 26 (6 MAL) Kurszeit: 17:30 - 19h Leitung: Cathrin & Elior Kurskosten pro Person: CHF 180.- / 9h Anmeldung unter: [https://salsarica.ch/kurse/bachata-kizomba.html](https://salsarica.ch/kurse/bachata-kizomba.html?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEwYUtJTHdWekhnWnViZGJ3QnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7EkyDD8-VB_n5_50dBgEtB8SKqxKnRyqqyeFIloAmi2Zsy-ewHTqTdehheDg_aem_vYwcPKLplVlRpiBISt_nEw) Wir freuen uns auf euch! Ergänzende Infos: Möchtest du in die leidenschaftliche Welt des Bachata eintauchen? Dieser Kurs lädt dich ein, die romantische und sinnliche Seite des Tanzes kennenzulernen – ganz ohne Vorkenntnisse! Gemeinsam entdecken wir die Grundschritte, fließende Bewegungen und den Ausdruck, der Bachata so besonders macht. Du brauchst keinen Partner – Soloanmeldung ist möglich, und wir sorgen für eine angenehme, offene Atmosphäre, in der du dich wohlfühlst und Spaß hast. Lass dich von der Musik mitreißen, entwickle ein Gefühl für Rhythmus und lerne, deine Emotionen durch Tanz zu zeigen. Dieser Workshop ist perfekt für alle, die den Tanz der Liebe entdecken möchten – egal, ob du Anfänger bist oder einfach nur Spaß an sinnlicher Bewegung hast

**A sacred space to honor sorrow, release pain, and remember love** At Yanantin Tribe, we open grief circles where heart, body, and spirit can meet. Inspired by ancestral traditions, we gather in community to carry what was never meant to be held alone. Here, darkness and light are both welcome — grief is not fixed or rushed, but witnessed with care. **Tickets & Support** This grief circle is offered freely as a community space. If you wish to support the continuation of these circles, you can choose the Support Ticket — CHF 25 via Eventfrog. ️Tickets & details: [https://eventfrog.ch/en/p/health-spirituality/health-wellbeing/grief-circle-remembering-love-from-darkness-to-light-7417591177430489924.html](https://eventfrog.ch/en/p/health-spirituality/health-wellbeing/grief-circle-remembering-love-from-darkness-to-light-7417591177430489924.html) A grief ritual is a communal gathering where sorrow is given space and form. We welcome all expressions of grief: personal loss, heartbreak, ancestral wounds, collective pain, or a quiet heaviness without a clear name. Through music, song, rhythm, movement, silence, and guided ritual, grief softens and reveals the love beneath it. **Bring: comfortable clothes, water bottle and your own cup for tea, curiosity** **The experience** * Enter a safe, held circle where all emotions are welcome * You may share, move, cry, sing, or remain silent — no pressure to speak * Place a personal item, photo, or symbol on a shared altar (optional) * Move through ritual practices that allow grief to be witnessed and released * Close with grounding and gentle integration so you leave supported **Why this circle matters** * Release unspoken or long-held grief * Be held without advice or fixing * Honor both sorrow and love * Heal personal, ancestral, and collective layers * **Practical info** * Held every two weeks on Sundays * Free to attend as a community offering * Donations welcome to support the continuation of these circles (entirely optional) * Bring: a token, photo, or personal item for the altar (optional) * Wear: comfortable clothing * Note: if you are in acute crisis or experiencing significant mental health challenges, please inform us so we can support you best * Impressions of past events: [https://yanantintribe.com/events-gallery/](https://yanantintribe.com/events-gallery/) **Additional support** András offers 1:1 grief support, death & dying accompaniment, and end-of-life presence alongside this community work: [https://psysoul.com/death-grief-sessions](https://psysoul.com/death-grief-sessions) This is not therapy. It is a facilitated ritual space rooted in consent, presence, and care. Come exactly as you are. You do not have to carry everything alone. **Personal Support & 1:1 Work with András** If you’re going through a period of transition, grief, burnout, relationship challenges, or feeling stuck, I offer **free 30-min Exploration Calls** to help you gain clarity and see if deeper 1:1 work is right for you. **Book here:** [https://calendly.com/andraskapros/psysoul-exploration-call](https://calendly.com/andraskapros/psysoul-exploration-call) Together, we remember love — and gently move from darkness to light. Lovingly, Barbi, András

⚠️ [Ticket needed](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-uetliberg-easy-sunday-walk-7430538388510404524.html) **Also here:** [www.social-circle.ch](www.social-circle.ch) **Come solo or with friends** — we’ll make sure you feel included from the first minute. During our **easy 1:30h walk** from Ringlikon to Triemli, we’ll rotate through Speed Friending rounds so everyone gets face time with everyone (snacks included ). At Gasthaus Albisgütli, we’ll slow it down with deep talks and a cozy coffee ☕ It is not a hike but **wear appropriate shoes** for a forest walk Expect a relaxed, healthy-vibes social where walking side-by-side makes conversations feel natural (no loud bars, no pressure). We’ll keep it simple: gentle downhill path, guided rounds to meet everyone, and then a warm landing spot for deeper chats ️ Join our WhatsApp chat for updates and similar events: (if you run into trouble open it in WhatsApp Web on your desktop) [https://chat.whatsapp.com/HGKLziV4s7bLZWEiouTQhi](https://chat.whatsapp.com/HGKLziV4s7bLZWEiouTQhi) \*\* Timeline:\*\* * 11:30 Meet at Zurich Main Station (HB), under the main clock (details in WhatsApp) ️ * 11:55 Take the S10 toward Uetliberg from platform 22 (Gleis 22) * 12:15 Arrive at Ringlikon * 12:25 Start the downhill walk from Ringlikon + Speed Friending rounds Snacks included on the way * \~13:55 Arrive at Gasthaus Albisgütli (near Triemli) ️ Deep Round Talks + cozy coffee hang (optional food/drinks) ☕ * Afterwards: head back individually or as a group ️ In case of bad weather we do a shorter walk and extend the restaurant part *** ## Disclaimer Participation in this event requires a valid ticket, which must be purchased in advance via the link provided in the event description. Please note that tickets are non-refundable and non-transferable. We do not accept cash payments on the day of the event. To ensure a smooth and safe experience, we kindly ask all participants to follow the instructions and announcements from the event organizers. While our team works hard to create an enjoyable and welcoming atmosphere, attendance is at your own risk. We want everyone to feel comfortable and respected. If you encounter any issues or uncomfortable situations during the event, please speak directly to a member of our team — we’re here to help. We reserve the right to exclude participants from the event if they do not adhere to basic standards of respectful interpersonal behavior. This decision is at the discretion of the responsible organizers. By signing up, you agree that any content captured during the event (including photos and videos) may be used on Social Circle’s social media channels and those of our partners. Please be aware that we cannot wait for late participants, as this disrupts the planned group flow and connections. If you're delayed or choose a different route, it’s your responsibility to catch up with the group. Join our Whatsapp newsletter: [https://chat.whatsapp.com/Hmm9DZP3wzaL8cXrtAAafw](https://chat.whatsapp.com/Hmm9DZP3wzaL8cXrtAAafw)

Abonniere meinen [Whatsapp-Kanal](https://whatsapp.com/channel/0029Vb72OOCEKyZ9YmR6Xq2u) für regelmässige Tipps rund ums Schweizerdeutsch. **Lust auf Bewegung an der frischen Luft und dabei locker (Schweizerdeutsch) plaudern?** 🚶💬 Dann komm zum Walk and Talk! **So funktioniert’s:** **Wir treffen uns am Treffpunkt Zürich HB und gehen gemeinsam los** **Damit wir uns finden halten wir ein Plüschtier auffällig in der Hand.**** Jede und jeder bringt sich ein – Gesprächsthemen entstehen unterwegs von selbst Im Anschluss können wir, wer Lust hat, noch gemeinsam irgendwo einen Kaffee trinken ☕ **Der Organisator ist nicht zwingend jedes Mal dabei – die Idee ist, dass das Treffen auch selbstorganisiert funktioniert** Hinweise: Bequeme Schuhe & wettergerechte Kleidung Findet bei (fast) jedem Wetter statt Wasser/Getränk nach Bedarf mitnehmen Jede und jeder darf gerne Freunde mitbringen

Ready to sweat, smash, and socialize? Join **Zurich Fun Gamers (ZFG)** for our bi-weekly Sunday Badminton session at the legendary Yonex Halle! Whether you are a complete beginner or a smash-master, this is the perfect way to end your weekend. We book **minimum 4 courts**, so there is plenty of space for everyone. **[Tickets Required : Click here :](https://eventfrog.ch/ZFGBadminton)**[ ](https://eventfrog.ch/ZFGBadminton) **🏸 The Setup** * **Social Vibe:** We mix and match! It’s about fun first. * **Skill Levels:** We guarantee at least **one dedicated Beginner Court**. Advanced players can form a **Competitive Court** to battle it out. 🏆 * **Equipment:** Shuttles are **included**. Rackets available for rent (CHF 5). * **🔄 Rotation:** We may allow **2 extra players** on the bench to rotate in. This ensures full courts in case of no-shows/injuries and gives everyone a chance to catch their breath! 😅 **👟 The "Golden Rule" (Strict!)** * **NO OUTSIDE SHOES:** You must bring a separate pair of **clean, non-marking indoor court shoes** and change into them *inside* the locker room. No street shoes allowed on the courts. **🎟️ [Tickets & Pricing (Book Early & Save!)](https://eventfrog.ch/ZFGBadminton)**[ ](https://eventfrog.ch/ZFGBadminton)*[T](https://eventfrog.ch/ZFGBadminton)o manage court bookings (48h cancellation policy), we reward early planners:* * **[Early Bird Ticket:](https://eventfrog.ch/ZFGBadminton)**[ ](https://eventfrog.ch/ZFGBadminton)**[CHF 22](https://eventfrog.ch/ZFGBadminton)**[ (Buy 72h before event)](https://eventfrog.ch/ZFGBadminton) * **[Standard Ticket:](https://eventfrog.ch/ZFGBadminton)**[ ](https://eventfrog.ch/ZFGBadminton)**[CHF 25](https://eventfrog.ch/ZFGBadminton)**[ (Last minute)](https://eventfrog.ch/ZFGBadminton) * *Note: You must buy a ticket on Eventfrog to play. No cash/Twint on spot.* **📍 Logistics** * **Location:** Yonex Halle, Hardbrücke (Zurich) * **Meeting Point:** Inside the lobby at **15:50** (Warm-up & Shoes change) * **Game Time:** 16:00 – 17:30 (90 Mins) 🍻 **After the Game:** The fun doesn't stop at match point! We usually stay for a drink or coffee nearby to cool down and socialize. That’s the real ZFG vibe! ✨ Let’s smash it, ZFG-style! 💪🔥

**Der Kurs zum Einsteigen** Sonntag 1. März, 2026, 15:00-17:30Uhr, KMC Schweiz in ZH-Altstetten, Englisch, 30CHF https://www.kadampa.ch/meditation-meistern/ Du wolltest schon immer mal meditieren lernen, wusstest aber nicht wie anfangen? Oder, du hast angefangen und es ist dir nicht gelungen, eine regelmäßige Meditations-Praxis aufrechtzuerhalten. Diese Meditationskurse bieten einen praktischen Einstieg in die Meditation. Lerne die Vielfalt der Meditation kennen und wie diese dein Leben positiv bereichern kann. Höre hilfreichen Tipps und Erklärungen zu, welche dir eine erfolgreiche Meditationspraxis garantieren. An diesen Veranstaltungen erwarten dich jeweils eine Stunde Meditation & Erklärungen zum Thema – gefolgt von einer halbstündigen Pause mit Snacks & Getränken. Nach der Pause folgt eine weitere Meditation mit Erklärungen. Dabei gibt es auch genügend Raum um Fragen zu stellen. Diese Kurse sind wiederholend und in sich abgeschlossen. 18\. Januar Deutsch 01\. März Englisch 12\. April Deutsch 10\. Mai Deutsch 07\. Juni Englisch 23\. August Deutsch 20\. September Deutsch 18\. Oktober Englisch 06\. Dezember Deutsch

Going bouldering in the [indoor climbing gym](https://www.boulderlounge.ch/schlieren) in Schlieren. All levels are welcome. Mostly for fun, but can't hurt to share some tips and advice. We meet at the reception near the sofas and tables! See you there! If you come a bit later try to find us inside the gym! **For first timers** Before the event, please fill in [this form](https://216.webclimber.de/register), (you can also find it [here](http://www.boulderlounge.ch/schlieren/preise/) -> scroll down to "Voranmeldung"), then you can get through the checkin faster :) You will need to show it when you buy your entry. **Quick information** * They have lockers but you need to bring your own lock (you can apparently get one against depot) * Entry fee is 23chf (unlimited time) * You can rent bouldering shoes for 7chf

Welcome cold lovers! We have been practising cold water plunges for over 4 years. We believe in the benefits of cold water exposure. The feeling you get after the swim is magnificent, it makes you feel alive. We have started this group to safely experience the cold water together. We motivate each other, do active warmup exercises, and also share our life stories with a warm coffee/tea afterwards. The event is every Sunday at 11:30 no matter the weather. Take along: a large towel, comfortable bathing suit, flip-flops, and warm clothes (hat, gloves, etc). If you’re planning swimming out take along a bright swim buoy. The event is Free. IMPORTANT: Every participant takes responsibility for themselves when attending this event. Before attempting cold water exposure, individuals with health conditions (e.g., heart problems or hypertension) should seek advice from a healthcare professional. Safely acclimating the body to cold temperatures requires preparation and gradual exposure.

Herzlich willkommen zu unserem wöchentlichen Deutsch-Konversations. Der Fokus liegt auf freiem Sprechen in einer lockeren, freundlichen Atmosphäre, ohne Druck und ohne Unterricht. Das Meetup ist ideal für Lernende ab Niveau B2 bis C2, die ihr Deutsch aktiv anwenden möchten. Die Themen entstehen spontan aus dem Alltag, aus aktuellen Ereignissen oder aus Vorschlägen der Teilnehmenden. Komm vorbei, auch wenn du nur zuhören oder langsam anfangen möchtest! 📢 Hier ist die WhatsApp-Nummer, um in Kontakt zu bleiben: https://chat.whatsapp.com/JoQufaeFR2GBXKdt3nSE2I 🤳 Bitte teile es und folge uns auf Instagram: https://www.instagram.com/deutsch.sprechen.zurich 📅 Hier ist der Veranstaltungskalender: https://fasthub.wixsite.com/deutsch/treffen 💬 Hier ist der temporäre WhatsApp-Link, falls du kommst und chatten möchtest: https://chat.whatsapp.com/HmHEWIJ16or1qRqXVyvipe

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

The March Ohio North Database Training user group meeting will be held on **March 3rd, 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/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)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**: Updates and 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.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

## Overview Networking event for aspiring school leaders interested in building their own high-quality K-12 public school in their community. **About the Event:** Aspiring school founders in the Columbus, OH, area are invited to join us for this special in-person networking event where you will be able to ask questions, learn more about the BES Fellowship and make sure you are prepared for the application process and beyond. In addition to meeting like-minded leaders who are also committed to transforming education and bringing a high-quality K-12 option to their community, you’ll have the opportunity to meet our team and gain special insights from Dr. Chaundria Smith, BES Senior Director of Fellowship Coaching, who works closely to support BES Fellows. During this event, you can also learn more about the various regions across Ohio we are prioritizing for the BES Fellowship to ensure that new schools will respond to the needs of their community. **About the BES Fellowship:** Leaders in the BES Fellowship embark on a multi-year process to design, found, and lead an excellent K-12 public school that reflects and responds to community needs. We are currently accepting applications to the 2026 BES Fellowship. The extended deadline is March 30, and the 2026 Cohort will begin August 2026. Applications will be reviewed on a rolling basis until all spots are filled. Learn more at [bes.org/fellowship](http://bes.org/fellowship "http://bes.org/fellowship").

Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free! This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.