Open-Source Data Science Curriculum

Learning and science

curriculum

SHOW HN2014

135points
43comments
#192of 2,272 in 2014
Top 9%of 2014 by points

How HN took it

LovedMost comments that take a side are positive

8 positive, 11 neutral or asking, 2 mixed, 1 critical, out of 22 comments about the project. Thread score +0.29.

Idea: 6 for, 1 against

The thread, comment by comment

Each row is a top-level comment and its replies, in HN's order. Select a cell to open that comment on HN.

positive neutral or mixed critical about another commenter or something else the maker

What HN said

What people liked

  • Good resource that is well organized for learning data science.

    From 3 comments
    • Well done! As a data scientist, I can say that your curriculum is spot on. And I also think you're taking the right approach building/hacking/doing rather than going to an…
      squigs25 on HN
    • Thanks for putting these resources together, this is amazing
      emre on HN
    • This is fantastic. Addresses my concern about not being quite up to par in my math education. Combining the two of these is exactly what I'm looking for.
      the_watcher on HN
  • Inspired by and built from an existing free CS curriculum.

    From 2 comments
    • The original post for this was what inspired me to create this: http://afaq.dreamhosters.com/free-cs
      afaqurk on HN
    • i like this. good job.
      prodev42 on HN

Objections

  • Curriculum lacks coverage of core analytical aptitudes and questioning skills.

    From 1 comment
    • I'm biased as a non-technical analyst with an academic history, but I'm concerned that the curriculum doesn't meet the most basic needs. Quoting the section 'An Academic…
      blakerson on HN
  • Beginner might find the list intimidating; needs ranking of topics.

    From 2 comments
    • I feel like lists of resources are OK, but with something like data science, which has its own branches and specialities, it would be good to have some kind of stack ranking of…
      jlees on HN
    • I think the list is more helpful for someone a step or two beyond beginner. A true beginner is going to look at that and be scared. Once they've read a few introductory things,…
      jlees on HN
  • Does not state the assumed math and programming background.

    From 1 comment
    • It would be nice to have a clear list of assumed capabilities (for example, I am familiar with basic programming and have built a few websites, but I haven't taken a math class…
      the_watcher on HN

Requests

  • List assumed math, stats and programming prerequisites.

    From 1 comment
    • It would be nice to have a clear list of assumed capabilities (for example, I am familiar with basic programming and have built a few websites, but I haven't taken a math class…
      the_watcher on HN
  • Add a stack ranking of topics beyond 'start here'.

    From 1 comment
    • I feel like lists of resources are OK, but with something like data science, which has its own branches and specialities, it would be good to have some kind of stack ranking of…
      jlees on HN
  • Add materials that teach analysis.

    From 1 comment
    • Sure, you can learn to use a technology and still be braindead or poor at analysis. This is an applied curriculum with a focus on specific technologies that enable an…
      clarecorthell on HN

Questions

  • Should courses be taken in order or by category?

    From 1 comment
    • Is the best approach to just go straight down the list? Or should I do the first required course in each before moving on to the next?
      the_watcher on HN
  • Why Python rather than R?

    From 1 comment
    • I do a lot of statistical work, but wouldn't call myself a data scientist. To that end: > I geared the original curriculum toward Python tools and resources, so I've explicitly…
      hootener on HN

Alternatives named

  • Coursera data science courses

    From 2 comments
    • thanks. this is a good resource :) I've explored most of these courses on Coursera over the last year before finally deciding to go to grad school. For me, the biggest factor was…
      it_learnses on HN
    • for the first course Intro to Data Science, the only access you will have are the videos. You can't see other resources like homeworks and other stuff. What to do about this?
      prodev42 on HN
  • videolectures.net

    From 1 comment
    • A resource I've found invaluable and that I can't find listed is videolectures.net Particularly http://videolectures.net/pascal/ has plenty of lectures and tutorials from their…
      Ajoo on HN

Category, keywords, summaries and labels on this page were made by AI (Thread Reader v2) and not checked by hand. Each point links to the comments it came from.

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