Data Engineering

**Sign-up closes on Feb 1st or when full** **We don't often run group trips to Yushan these days but we have quite a few people interested so we'll try and make this work. Not much time to get permits so sign up ASAP if you're keen!** **\*\*\*\*\*WHAT WE WILL PROVIDE\*\*\*\*\*** * Transport from Taipei to the mountain and back * Permits and accommodation (first night in a hotel (shared rooms) second night in the mountain cabin) * All the meals, from dinner on Saturday to brunch on Monday (excluding lunch on the Sunday) * Professional, native English speaking guide * Full Insurance * All entry fees * Minimum of 5 people needed. If we don't have at least 5 we'll cancel the trip and return any payments * Full refund if the trip is cancelled for other reasons (typhoons, road closures) * Winter safety gear (crampons, helmets, ice-axes) NOTE - this is a winter hike. You will be required to also carry crampons, an ice axe and helmet. We'll provide all these but you must have space available in your pack. This hike will be harder than a normal Yushan hike and could be -10C at the peak. Bring warm layers. Anyone who is struggling or not confident will be asked to stay at the cabin. The leader will decide and the decision is final. Sometimes conditions change for the worse and it may not be possible to reach the peak, or the peak may be closed by the national park. **SIGN UP FORM -** \*\*\*\* [Sign Up Yushan ](https://forms.gle/ZWZt92W2Cn2VNER69)\*\*\*\* Any problems, please email [ross@taiwan-adventures.com](mailto:ross@taiwan-adventures.com) An opportunity to go with Taiwan Adventures to Yushan (Jade Mountain), on an economical group trip. Due to the difficulty in getting permits, we rarely offer group trips to Yushan. Please read all the information below thoroughly and sign up soon, because the spaces will likely go quickly! This is an OVERNIGHT trip leaving Taipei on Saturday, March 7th and returning to Taipei on Monday March 9th. (If you work Monday to Friday, you’ll have to take Monday off) Included: Private transportation from and to Taipei for our group; dinner 1st night, breakfast and dinner 2nd night at the cabin, breakfast and noodles on the 3rd day; Your own bed\* in a hotel on the first night; Native English speaking guide, permits, and insurance. You need to bring your own lunch for the first day hiking. \*We’ll be staying in private rooms in a hotel near Alishan. You will have your own bed in a room with 4 other people. We might not be able to have separate men’s and women’s rooms. If you’d like a private room, tell us, and we’ll see what we can do, but it will cost extra. The second night will be in Paiyun Lodge and will be mixed company and probably mixed with another hiking group. **\*\*\*PRICE\*\*\*** If you're a full time student or you've been on another overnight hike with us, the price is $11,500TD pp. If this is your first hike with us, the price is $12,200NTD pp. We'll send you payment options after you sign up. **\*\*\*\*ITINERARY\*\*\*\*** Saturday (March 7th) - Meet at 1pm at Wanlong MRT Station, exit 2, Taipei. We'll drive for about 4 hours to Chiayi and have dinner. It’s another 1.5 hours to our hotel in Alishan. Meals Included: Dinner Sunday (March 8th) - Up around 7am, breakfast at the hotel and then drive 45 min to the trailhead. We’ll check in, then take the shuttle bus to the real trailhead. The hike to Paiyun Lodge is 8.5km and \~900m of vertical. It usually takes about 5 hours. Meals Included: Breakfast, dinner Monday (March 9th) - Up early (\~2am) breakfast and head to the main peak for sunrise. Hike back down to Paiyun Lodge for an early brunch (noodles), hike to the trailhead, and then drive back to Taipei. We expect to be back around 7:00-8:00pm. We'll make a brief stop at a 7-11 along the way for you to buy snacks/food. Meals Included: Breakfast, Brunch (noodles at the cabin) **\*\*\*\*\*WHAT YOU NEED TO BRING\*\*\*\*\*** (We’ll give you another packing list after you sign up) \- At least a 40L backpack \- Pack cover \- Sturdy hiking boots \(you will likely need to attach crampons\, running shoes are no use\) \- Fleece \- Raincoat \(essential\) \- Rain pants \(essential\) \- The ability to carry 2L of water \- Headlamp \(essential\) \- Toiletries and personal items \- Sunscreen \- Trousers \(not jeans or other cotton\) Sleeping bags will be waiting at the cabin for you (you can bring your own if you want but the cost is the same). Anyone who doesn't have the right equipment won't be allowed to start the hike. **\*\*\*HOW TO SIGN UP\*\*\*** Please complete the form at the link below. Please note that you are not fully signed up until we receive your payment. After you fill in the information in the link, we’ll send you an email with payment information. [Sign Up Yushan](https://forms.gle/ZWZt92W2Cn2VNER69) The payment is non-refundable and non-transferable unless we are unsuccessful in our permit application. Getting a permit can be difficult and we'll do our best to secure one. However in the event that we are unsuccessful, we will refund payments or rearrange the trip for another date. Be sure to read the group's rules, especially our refund policy: [Refund FAQ](https://www.taiwan-adventures.com/hikes-and-trips/faqs/#toggle-id-15)

小聚主題： **電商起手式-那些年沒人教的事 by 俊明** 很多人一直嚮往電商，但你真的知道什麼是電商嗎？電子商務因為不需要店面的關係，讓許多人誤以為他是個可以輕鬆跨足的產業類型，殊不知少掉店面之後\~更多了許多繁雜的操作細節需要了解，本次小聚就和大家分享我操作了近 30 個電商平台後，一些感想，還有早該知道的事。 🔹時間：3/8（週日）14:00〜16:00 🔹場地：圓林園青創基地 (圓林園滯洪池生態公園 2F) 🔹地點：[彰化縣員林市員林大道四段369號](https://maps.app.goo.gl/hFNXasXmUJ98ouFo8) 🔹費用：免費參加 現場為青創基地，有提供飲水機，場地可攜帶食物但請在活動後自行帶走垃圾。 **感謝 彰化縣政府青年發展處提供場地** 👉小聚的分享是練習表達很棒的場合喔！歡迎報名閃電秀或主題分享😉 注意：由於座位有限，如果您的出席有任何變化，請更改您的出席狀態，我們可以將座位安排給其他夥伴。 #WPTW **交通資訊：** * 自行開車：可停大勇街 [員林大勇停車場](https://maps.app.goo.gl/ZrZPAhuZ53Wvggp49)，或往大同路方向也有多個停車場可使用 * 大眾運輸工具：員林火車站下車後騎乘公共自行車，約15分鐘距離。彰化公共自行車為 [MOOVO](https://www.ridemoovo.com/)，若有需要先行註冊綁訂扣款方式後，即可使用 APP 掃單車的條碼解鎖後使用。

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.

Dear ACM Chicago Chapter members, On March 4, we are hosting a hybrid event at AON Center (200 E. Randolph, suite 200). Please note that this venue requires the attendee list to be submitted 48 hours before the event starts, so the RSVP will close then. Please remember to bring your government-issued ID to present to building security. You can also join virtually using the Zoom link below: [https://acm-org.zoom.us/webinar/register/WN_Ky5PEBMTSaiGQ6Q42-qrNA](https://acm-org.zoom.us/webinar/register/WN_Ky5PEBMTSaiGQ6Q42-qrNA) **Talk Title:** Effective Data Visualization **Speaker:** David Giard, Partner Solution Architect at Microsoft, **Tald Abstract:** We spend much of our time collecting and analyzing data. That data is only useful if it can be displayed in a meaningful, understandable way. Yale professor Edward Tufte presented many ideas on how to effectively present data to an audience or end user. In this session, I will explain some of Tufte's most important guidelines about data visualization and how you can apply those guidelines to your own data. You will learn what to include, what to remove, and what to avoid in your charts, graphs, maps and other images that represent data. **Agenda (Central Time):** * 5:30 – 6:00 PM — Networking * 6:00 – 6:05 PM — Introductions * 6:05 – 6:45 PM — Talk * 6:45 – 6:55 PM — Q&A * 6:55 – 7:00 PM — Adjournment * 7:00 – 7:30 PM — Networking Refreshments will be provided. Hope to see you there!