@datascibykashi: If you want real machine learning & data science jobs, follow this order ⬇️ Step 1️⃣: Foundations • Python (NumPy, Pandas) • Statistics & Probability • SQL (non-negotiable) Step 2️⃣: Machine Learning Core • Linear & Logistic Regression • KNN, Decision Trees, Random Forest • Model evaluation & cross-validation Step 3️⃣: Data Handling (Real-World Skill) • Data cleaning • Feature engineering • Handling missing & messy data Step 4️⃣: Projects (Career Maker) • End-to-end ML projects • Real datasets, not toy examples • Clear problem → solution → insight Step 5️⃣: Advanced Direction • Deep Learning (only if needed) • Business understanding • Model deployment basics 📌 Follow this roadmap and you’re no longer “learning”, you’re preparing for data science jobs. 💬 COMMENT BOOSTER: Where are you stuck right now? 1️⃣ Python 2️⃣ Machine Learning 3️⃣ Projects 4️⃣ Confidence to apply 👇 Comment the number. I’ll reply personally. #creatorsearchinsights #datascience #machinelearning #datascienceroadmap #mlroadmap

Data Scientist | Kashi

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Saturday 31 January 2026 17:53:23 GMT