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📌IT learning courses 📌All programing courses 📌Abdul bari courses 📌Ashok IT Tutorials + Books + Courses + Trainings + Workshops + Educational Resources 🔹Data science 🔹Python 🔹Artificial Intelligence 🔹AWS Certified 🔹Cloud 🔹BIG DATA 🔹Data Analytics 🔹BI 🔹Google Cloud Platform 🔹IT Training 🔹MBA 🔹Machine Learning 🔹Deep Learning 🔹Ethical Hacking 🔹SPSS 🔹Statistics 🔹Data Base 🔹Learning language resources  English , 🇫🇷 100 rupees Contact:- @meterials_available

DATA SCIENCE ROADMAP This is the Ultimate RoadMap to become a Data Scientist, one needs to learn the following things. I have added the resource links of all important things in this PDF. DO YOU NEED A COLLEGE DEGREE? With basic understanding of Maths, you can start. Even if you are not doing B Tech, Basic BSC Degree with Maths or some other equivalent will suffice. REQUIREMENTS [RESOURCES CAN BE FOUND AT THE END OF THIS DOCUMENT] • Statistics + Maths o Linear Algebra Notes (Amazing Resource for revising Data Science by Queen Mary University of London) o Learn the basics of Mean, median, mode, dy/dx. This quick video can help you get started. o Buy a copy of Hines Book (Probability and Statistics in Engineering by William Hines) o Focus a bit more on Normal Distribution o Learn basics of Optimization and Gradient Descent. You can watch this series I created long back. o Get this amazing book on Graphs (Play with Graphs Book – Amit Aggarwal) • Programming o If confused choose Python as your first programming language ▪ Python in Hindi – 100 Days of Code by CodeWithHarry ▪ For English Lovers, there is this awesome course on Udemy • Now once you have a basic understanding of Python, start learning Data Science o Learn Basics – Start from this free book or buy it on Amazon o Learn to use this amazing package for building quick Data Reports o Learn NumPy from here o Learn Pandas from here o Matplotlib / Seaborn from here • Database – Learn Basic CRUD Operations and depending upon how you are fetching your data, pick from these technologies. o MySQL o MongoDB o PyMongo o SQLAlchemy • Transition to ML/DL – Once you have some good hold on Python, Pandas and some data science projects, start transitioning to Machine Learning. o Grab a copy of this book: Hands on ML with Scikit-learn and Tensorflow (Author of this book also maintains constantly updating Github Repo) o Watch this project video I created on an End-to-End ML Project • Linux & GIT o Learn Basic Commands of Linux from this video by CodeWithHarry o Learn to push your code to GitHub - Watch this quick video. o Learn how to SSH into a Linux machine & abut SSH Keys • Optional Tools that you can learn depending upon your requirements. o AWS – Create an account and get started for Free. It will take you a long time to master it o Learn about cronjobs from this video o Learn about BeautifulSoup for Web Scraping using Python o Tableau/Hadoop/PowerBI o Excel VBA o Good Code Repos & Papers: PapersWithCode

📌IT learning courses 📌All programing courses 📌Abdul bari courses 📌Ashok IT Tutorials + Books + Courses + Trainings + Workshops + Educational Resources 🔹Data science 🔹Python 🔹Artificial Intelligence 🔹AWS Certified 🔹Cloud 🔹BIG DATA 🔹Data Analytics 🔹BI 🔹Google Cloud Platform 🔹IT Training 🔹MBA 🔹Machine Learning 🔹Deep Learning 🔹Ethical Hacking 🔹SPSS 🔹Statistics 🔹Data Base 🔹Learning language resources  English , 🇫🇷 100 rupees Contact:- @meterials_available

📌IT learning courses 📌All programing courses 📌Abdul bari courses 📌Ashok IT 100 rupees Contact:- @meterials_available