Data Science Roadmap 2026 for Beginners | Data Science | Python Life

80+ IT Full Courses in Telugu: https://youtube.com/playlist?list=PLbMVPNscUopTabwrwhZxVbvCoofSbe86P&si=aFYLxWOck6Pdo_Qf PythonLife Telegram Community : https://t.me/python_life_telugu Data scientist avvali ante step by step roadmap follow cheyali. Strong basics and practical projects chala important. Step 1 Learn Programming Python most important language for data science. Variables, loops, functions and problem solving basics strong ga undali. Step 2 Learn Math and Statistics Probability, statistics and linear algebra basics nerchukovali. Data analysis and machine learning concepts ki foundation idi. Step 3 Data Handling Excel, NumPy and Pandas tools use chesi data cleaning and preprocessing practice cheyali. Data visualization basics kuda nerchukovali. Step 4 SQL and Databases SQL queries and database handling important skill. Large data ni manage cheyadaniki help chestundi. Step 5 Data Visualization Matplotlib, Power BI or Tableau use chesi reports and dashboards create cheyali. Visual storytelling important skill. Step 6 Machine Learning Regression, classification and clustering concepts nerchukovali. Scikit-learn tools tho models build cheyali. Step 7 Deep Learning Neural networks and deep learning frameworks basics practice cheyali. TensorFlow or PyTorch tools use cheyachu. Step 8 Build Projects Real world datasets tho projects create cheyandi. Portfolio and GitHub profile strong ga maintain cheyali. Step 9 Job Preparation Resume preparation, communication skills and interview practice important. Internships and freelancing opportunities try cheyandi. Suggestions for Beginners Consistency and practice chala important. Theory kanna practical implementation meeda ekkuva focus pettandi. Continuous learning and projects valla strong career build cheyachu. PythonLife Github: https://github.com/kiransagar1 PythonLife Academy Instagram : https://www.instagram.com/pythonlifeacademy?utm_source=ig_web_button_share_sheet&igsh=ZDNlZDc0MzIxNw== https://www.instagram.com/pythonlifeacademy?utm_source=ig_web_button_share_sheet&igsh=ZDNlZDc0MzIxNw== https://www.instagram.com/pythonlifecareers?utm_source=ig_web_button_share_sheet&igsh=ZDNlZDc0MzIxNw== https://www.instagram.com/kiransagar.pyy?utm_source=ig_web_button_share_sheet&igsh=ZDNlZDc0MzIxNw== PythonLife Linkedin : https://www.linkedin.com/in/kiran-sagar-a00a761b2?utm_source=share&utm_campaign=share_via&utm_content=profile&utm_medium=android_app data scientist roadmap how to become data scientist data science learning path machine learning roadmap beginners #datascience #machinelearning #careers