Learning Path for Python Data Science
Background visualization with Python by Sitz Blogz, published on StackExchange. *

Learning Path for Python Data Science

I was recently asked by a student with no prior programming experience what would be the best resources to learn how to code for academic stats research with the goal of landing a role in a university research lab. There are tremendous data science content online, but where should an absolute beginner with high school equivalent begin?

First, the choice of language to learn is not be obvious. In this specific instance, it was known that the lab in question was using Python. But which language should you begin to learn? As you can see in this chart, both Python and R are good choice with Python having the highest usage growth for data science and analytics in 2017 according to KDnuggets.

Accordingly, here's a learning path I put together that can be useful when learning Python from the ground up. These courses are available for free or with paid certificates from edX.

  1. Logic and Computational Thinking (optional)
  2. Introduction to Python: Absolute Beginner 
  3. Introduction to Python: Fundamentals
  4. Introduction to Python: Creating Scalable, Robust, Interactive Code
  5. Using Python for Research 
  6. Python for Data Science (or Data Science MicroMaster)

I would recommend paying for the 5th course as a Harvard certificate is a great investment for your resume/LinkedIn profile at us$100. As for number 6, ideally the full MicroMaster would give a solid base and understanding of data science.

What is a MicroMasters Program? Developed to advance a career and born from Master's programs of leading universities, MicroMasters programs are a series of higher-level courses recognized by companies for real job relevancy, and may accelerate a Master's degree. Learn More

What other resources would you recommend?


* Background image source: link

Valérie Dufresne

Analyste en Intelligence d'Affaires

6 年

Thank you for this simple path towards acheving Python competencies. By any chance would you have an establish path for learning the R Language for someone with no prior programming experience that you could share?

Anas BOUHAJBI

Data Integration Specialist at Raymond Chabot Grant Thornton

6 年
回复

要查看或添加评论,请登录

Charles Verdon, MBA的更多文章

  • Trust: key for successful culture transformation to unlock data value

    Trust: key for successful culture transformation to unlock data value

    Cultural transformation Through my interaction with customers, I came to the realization that for data to be a true…

    7 条评论
  • Information Valuation: Twilio Authy Data Breach Case Study

    Information Valuation: Twilio Authy Data Breach Case Study

    How to measure the value of information assets In the awesome book Infonomics, Douglas Laney (Gartner) explains how to…

  • Executive AI Workshop for Scale.AI

    Executive AI Workshop for Scale.AI

    Is your organization a member of the Scale.AI supercluster? If so, consider registering for our exclusive event and…

  • Quantum Computing - Quantum Networks

    Quantum Computing - Quantum Networks

    It’s Quantum Wednesday! I decided to write a weekly article on quantum computing, such an exciting field in rapid…

  • Quantum Computers: Startups in the race!

    Quantum Computers: Startups in the race!

    It’s Quantum Wednesday! I decided to write a weekly article on quantum computing, such an exciting field in rapid…

  • Quantum Computers: IBM, Google, Intel, Microsoft

    Quantum Computers: IBM, Google, Intel, Microsoft

    It’s Quantum Wednesday! I decided to write a weekly article on quantum computing, such an exciting field in rapid R&D…

    3 条评论
  • Quantum Computers: Models of Computation

    Quantum Computers: Models of Computation

    It’s Quantum Wednesday! I decided to write a weekly article on quantum computing, such an exciting field in rapid R&D…

  • Market for Data Scientists

    Market for Data Scientists

    A lot of talk is made of the difficulty in finding the right people needed to kick-start data science initiatives…

    1 条评论
  • Quantum Computers: Optimism and Pessimism

    Quantum Computers: Optimism and Pessimism

    After exploring the topic of quantum computation in an intro edX class, my high-level understanding is that although…

  • Les matinées DATA

    Les matinées DATA

    L’évolution des services de données Microsoft est rapide! Suite à la demande générale, nous allons organiser un…

社区洞察

其他会员也浏览了