Code Monkey home page Code Monkey logo

full-stack-data-science-ml-2022-roadmap's Introduction

Full-Stack-DataScience-ML-2022-Roadmap

I completed my Master of Technology in Data Science, no doubt it is an amazing field. I studied 18 different subjects, completed 1 Thesis, and 1 capstone project in my 2 years of MTech journey.

With all those subjects I am able to build a roadmap for all those who want to get a kick start as Data Scientist.

If you don't want to spend 2 years on a master's degree but want to learn on your own, this will be the best roadmap for you. It will give you a bird' eye view of where you are now and where you want to be in the future.

The roadmap is divided into 12 sections

  1. Python Programming and Logic Building
  2. Data Structure & Algorithms
  3. Pandas Numpy Matplotlib
  4. Statistics
  5. Machine Learning
  6. Natural Language Processing
  7. Computer Vision with PyTorch
  8. Data Visualization with Tableau
  9. Structure Query Language (SQL)
  10. Big Data and PySpark
  11. Development Operations with Azure
  12. Five Major Projects and Git

To understand the complexities of any technology, clear the fundamentals first.

full-stack-data-science-ml-2022-roadmap's People

Contributors

hemansnation avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

Forkers

suryahcu anggadaz

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.