@datascibykashi: If you want real data science jobs, stop randomly learning Python. Follow this structured Python roadmap for Data Science: 1️⃣ Python Fundamentals Variables, loops, functions, OOP basics 2️⃣ Data Handling NumPy, Pandas, data cleaning, missing values 3️⃣ Data Visualization Matplotlib, Seaborn, storytelling with data 4️⃣ Statistics & Math Probability, distributions, hypothesis testing 5️⃣ Machine Learning Scikit-learn, regression, classification, model evaluation 6️⃣ SQL for Data Science Joins, aggregation, window functions 7️⃣ Projects (Most Important) End-to-end real datasets. Portfolio > certificates. Most beginners fail because they skip steps 2 and 7. 💬 Be honest — where are you stuck right now? A) Basics B) Pandas C) ML D) Projects Comment the letter. I’ll reply with what to fix. Save this roadmap before you forget. #creatorsearchinsights #datascience #datascienceroadmap #datasciencejobs #python

Data Scientist | Kashi

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Thursday 19 February 2026 03:52:57 GMT