@datascibykashi: If you want real data science & ML jobs, not just certificates) 1️⃣ Python Programming Core language for data science, ML, and AI workflows. 2️⃣ Statistics & Probability Mean, variance, distributions, hypothesis testing, confidence intervals. 3️⃣ Machine Learning Algorithms Regression, classification, clustering, model evaluation. 4️⃣ Data Cleaning & Preprocessing Real jobs = messy data, not clean CSVs. 5️⃣ SQL & Databases Almost every data science job requires SQL. 6️⃣ Feature Engineering Better features > better models. 7️⃣ Model Evaluation & Metrics Accuracy is not enough. Precision, recall, F1 matter. 8️⃣ Data Visualization Explain insights clearly to non-technical people. 9️⃣ Business & Problem Understanding Data science is about decisions, not just models. 🔟 Communication Skills If you can’t explain results, your work has no impact. 📌 These skills separate learners from professionals in Machine Learning & Data Science. 💬 Comment Booster (Very Important): Which skill do you struggle with most? A) Python B) ML Algorithms C) Statistics D) SQL E) Feature Engineering 👇 Comment the letter. I reply to everyone. #creatorsearchinsights #machinelearning #datascience #datasciencejobs #dataanalyst

Data Scientist | Kashi

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Sunday 01 February 2026 16:00:06 GMT