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Pinned
Jul '23 •
Welcome to Data Alchemy - Start Here
The goal of this group is to help you navigate the complex and rapidly evolving world of data science and artificial intelligence. This is your hub to stay up-to-date on the latest trends, learn specialized skills to turn raw data into valuable insights, connect with a community of like-minded individuals, and ultimately, become a Data Alchemist. Together, let's decode the language of data and shape a future where knowledge and community illuminate our way. Rules - Don't sell anything here or use Data Alchemy as any kind of funnel - We delete low effort community posts, and posts with poor English. Proofread your post first. - Help us make the posts high quality. If you see a low quality post, then click on the 3 dots on the post and "Report To Admins". Start by checking out these links - Classroom - Introduction - Roadmap - Contribution Be Aware of Scammers - Please be aware that this is a public group. Unfortunately, some people abuse the Skool platform to send DMs or post comments to trick people. This is the internet, so always do your own due diligence. Never automatically trust someone here on the Skool platform other than @Dave Ebbelaar's official account. To kick things off, please comment below, introducing yourself. Let us know: 1. Your name and where you're from 2. What project(s) you're currently focused on See you in the comments!
Pinned
Nov '23 •
Unlock New Courses at Level 3
Hey everyone, I just completed a new course for you: "Data Science Accelerator". This course will be unlocked, together with "Building Applications with LLMs" at level 3. How to level up? Just interact with the group, get likes and comments, and watch your level go up!
1d •
You’re closer to this payout than you think… if you stop doing these mistakes.”
Most creators quit before results like this ever show up. What they don’t realize is that YouTube pays you for consistency, data awareness, and strategy — not luck. This type of payout comes from: • Understanding what your audience actually watches • Staying patient when views move slow • Fixing your thumbnails & retention week by week • Posting with intention, not guessing If you’re still struggling, you’re not failing — you’re missing the system. Comment SYSTEM and I’ll show you the blueprint.
32m •
Building Income Systems That Pay Even When You’re Offline
Most people quit right before the system starts paying. This wasn’t luck. It wasn’t a viral moment. It was boring execution, clean strategy, and refusing to stop when results were quiet. $8,917 earned in December. $5,741 already cleared for payout. Just understanding how platforms actually pay, building assets that compound, and letting math do the work. If you’re tired of grinding with nothing to show for it, you don’t need motivation. You need a framework that survives bad days and still prints on good ones. Progress looks quiet before it looks impressive. Don’t quit early.
10h •
Most data pipelines break because they ignore decision latency
Everyone optimizes for: • data accuracy • data volume • data freshness But very few optimize for decision latency. Decision latency = the time between a signal appearing and a decision being made. That’s where value leaks. A modern data pipeline should be designed backwards: 1️⃣ Decision First What decision must happen? – pricing change – alert – prioritization – intervention No decision → no pipeline. 2️⃣ Required Signal Only Which signals directly influence that decision? Ignore the rest. Less data = faster truth. 3️⃣ Time Sensitivity Does this decision matter in: – seconds? – minutes? – hours? Batch pipelines fail real-time decisions by design. 4️⃣ Confidence Thresholds Not every signal needs certainty. Some decisions need 60% confidence now, not 95% confidence tomorrow. 5️⃣ Action Output Dashboards don’t close loops. Actions do. If your pipeline ends in visualization, you’re still halfway. Data alchemy isn’t about perfect data. It’s about timely, decision-ready intelligence. Speed of understanding beats depth of storage.
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Your Community to Master the Fundamentals of Working with Data and AI — by Datalumina®
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