bnutfilloyev / Data-Science

🧩 | Data Science Roadmap (Python) Python → Data Science → Machine Learning → Deep Learning → NLP → Computer Vision → Quantum

Data Science Roadmap (Python)

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Roadmap

• Math (Calculus, Linear Algebra, Propability & Statistics)

  • Math Full course, Khansankhoja Muhammad sodiq
  • Caclulus, 3Blue1Brown
  • Linear Algebra, 3Blue1Brown
  • Statistics & Probability Khan academy

• Python

  • Basic & Graph, Udacity and other
    • Hello World, the First code
    • Print Function, Print Function Practice
  • Python full cource, Sariq dev
  • Numpy, Numpy
    • Numpy intro, ipynb files
    • Creating arrays, ipynb files
    • Data Type, ipynb files
    • Documentation, ipynb files
  • Pandas, Pandas
    • Series, Series practise
    • DataFrame, DataFrame Practise

• Algorithm

  • Algorithm, MohirDev

    GitHub (Algorithm and Data Structure)

    • Factorial
    • Linear & binary search
    • Linked List

  • Leetcode, Leetcode Solutions

• Machine Learning

  • Reinforcement Learning (RL)
  • Supervised Learning
  • Unsupervised Learning

• BackEnd

  • FastAPI, Documentation
  • FastAPI Course FastAPI - A python framework | Full Course

• Tutorial

  • Docker o'rnatish, Docker
  • Docker Installiation, Docker english