Learning Data Science

Transcript

1. 1.

   Learning Data Science A thoughtful approach for building your Data

   Science Skills Amit & Bargava
2. 2.

   Data Science as a Craft

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   Art - Craft - Science

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   craft | krɑːft noun: An activity involving skill in making

   or doing things by hand
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   How do you learn a craft?

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   Seek Inspiration

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   Start with Basics

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   Do Repetitions

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   Conduct Deliberate Practice

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    Focus on Mastery

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    Learning Data Science Ten guides for skill building

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    Shailii Understand your learning style. Choose the right approach -

    Hacker v/s Structured. Online v/s Classroom. Self-driven v/s Mentor-driven.
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    Sangha Find your own community. Most of our learning happens

    through peers. Find a set of data science peers that you can engage with.
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    Gunas Understand the basics. Start with learning the math &

    statistics needed. Build an intuition on how the algorithms & the libraries work.
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    Prakerana Learn the data science process Grok the approach to

    problem solving with data - Frame, Acquire, Refine, Transform, Explore, Model & Insight.
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    Abhyaas Practice, Practice, Practice. Repeat the data science process multiple

    times on different types of problems.
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    Ruchi Do projects that interest you. Pick from work domain,

    sports, economics, public policy etc. You are more likely to stick through the arduous journey of doing it.
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    Pradarshan Create a public profile. Share what you do so

    people can connect with you. Create a public portfolio on Github or a blog or website.
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    Pratikriya Get Feedback. Put your work out there. It could

    be a small analysis, visualisation, a mini-library. Nothing is too small to share.
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    Rachit Create a Data Science Portfolio. Work on at least

    6 - 8 different projects over the next 1 year to build a portfolio of projects across topics.
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    Laaya Find your own rhythm. Build and do something every

    day, week or month. Find your own cadence and start creating.
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    Advice for Beginners

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    None
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    Amit Kapoor @amitkaps amitkaps.com Bargava Subramanian @bargava