@datascibykashi: If you want data science jobs, stop guessing and follow this order 👇 ✅ Step-by-Step Roadmap: 1️⃣ Python Foundations Learn NumPy, Pandas, Matplotlib. No Python = No Machine Learning career. 2️⃣ Statistics & Math for ML Mean, variance, probability, gradients. You don’t need PhD math, but you need intuition. 3️⃣ Machine Learning Core Linear & Logistic Regression Decision Trees, Random Forest Model evaluation, bias–variance 4️⃣ SQL + Data Handling Every data science job asks for SQL. No exceptions. 5️⃣ Projects with Real Data Messy data, feature engineering, storytelling. This is where beginners fail. 6️⃣ ML + Data Science Portfolio GitHub + simple explanations. Projects > Certificates. 7️⃣ Apply & Improve Apply early. Learn from rejection. Repeat. 💬 COMMENT BOOST (Very Important): Where are you right now in this roadmap? Reply with a number 👇 1️⃣ Python 2️⃣ ML Basics 3️⃣ Projects 4️⃣ Job Applying I’ll reply with personal advice. #creatorsearchinsights #machinelearning #datascience #datasciencejobs #dataanalyst

Data Scientist | Kashi

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Monday 09 February 2026 13:57:11 GMT