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Not “coding” in general. Not random tools. I’d choose Machine Learning + Data Thinking. Because every serious product is becoming data-driven. Because automation is replacing repetition. Because ML
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This is a realistic roadmap, not hype. Days 1–5 Understand what ML actually is Learn Python basics Get comfortable with data Days 6–10 Learn how data works Practice NumPy and Pandas Clean and explor
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DSA feels hard because most people rush it. They memorize patterns. They jump to solutions. They skip understanding why things work. DSA becomes manageable when you 🔻 • focus on logic before code •
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You’re not wrong. But ML feels hard because most people learn it the wrong way. They jump into algorithms. They memorize formulas. They train models without understanding data. Machine Learning bec
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That’s the most honest thing beginners say. Not because Python is difficult but because most people start the wrong way. They jump into frameworks. They memorize syntax. They skip logic. Python bec
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That’s not a you problem. Most people jump straight into models, math, and buzzwords without understanding what’s actually happening. Machine Learning is simple at its core 🔻 You give data → the sy
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If I had to start AI & Machine Learning from scratch today, this is the approach I’d follow 🔻 AI isn’t about magic models or complex math first. It’s about understanding data, logic, and patterns.
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If I had to relearn SQL from zero today, this is the roadmap I’d trust 🔻 1️⃣ First, understand the purpose of SQL Not syntax. Purpose. • Where data is stored • How apps fetch data • Why every produc
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About @remielogy

Coding | Placement | Career is a Instagram growing creator. With 0 followers and 8 posts, remielogy's account shows a follower-to-following ratio of N/A:1. View all content anonymously on Pictame - no login required.

remielogy's engagement rate sits at 0.00%. For accounts with 1K-10K followers, the average is around 5%, so there's some room to grow — though every community is unique.

Out of the last 8 posts, 100% are videos and 0% are photos. Captions lean detailed, averaging 662 characters.

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remielogy

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Developer by day, creator by night. 🏢 ex @microsoft @samsung 📩 contact.remiel@gmail.com

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