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Questions tagged [tools]

Use for questions about the different software and hardware used to assist in, and solve, data science problems

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63 votes
9 answers
10k views

Tools and protocol for reproducible data science using Python

I am working on a data science project using Python. The project has several stages. Each stage comprises of taking a data set, using Python scripts, auxiliary data, configuration and parameters, and ...
Yuval F's user avatar
  • 761
43 votes
10 answers
33k views

Do data scientists use Excel?

I would consider myself a journeyman data scientist. Like most (I think), I made my first charts and did my first aggregations in high school and college, using Excel. As I went through college, ...
JHowIX's user avatar
  • 533
11 votes
4 answers
2k views

What initial steps should I use to make sense of large data sets, and what tools should I use?

Caveat: I am a complete beginner when it comes to machine learning, but eager to learn. I have a large dataset and I'm trying to find pattern in it. There may / may not be correlation across the data,...
user3791372's user avatar
13 votes
5 answers
12k views

What are helpful annotation tools (if any)

I'm looking for tools that would help me and my team annotate training sets. I work in an environment with large sets of data, some of which are un- or semi-structured. In many cases there are ...
61 votes
10 answers
111k views

IDE alternatives for R programming (RStudio, IntelliJ IDEA, Eclipse, Visual Studio)

I use RStudio for R programming. I remember about solid IDE-s from other technology stacks, like Visual Studio or Eclipse. I have two questions: What other IDE-s than RStudio are used (please ...
IgorS's user avatar
  • 5,474
57 votes
8 answers
14k views

Why do internet companies prefer Java/Python for data scientist job?

I see a many times in job description for data scientist asking for Python/Java experience and disregard R. Below is a personal email I received from chief data scientist of a company I applied for ...
StatguyUser's user avatar
28 votes
4 answers
11k views

What makes columnar databases suitable for data science?

What are some of the advantages of columnar data-stores which make them more suitable for data science and analytics?
Dawny33's user avatar
  • 8,416
28 votes
5 answers
3k views

VM image for data science projects

As there are numerous tools available for data science tasks, and it's cumbersome to install everything and build up a perfect system. Is there a Linux/Mac OS image with Python, R and other open-...
JeanVuda's user avatar
  • 431
11 votes
2 answers
458 views

Book keeping of experiment runs and results

I am a hands on researcher and I like testing out viable solutions, so I tend to run a lot of experiments. For example, if I am calculating a similarity score between documents, I might want to try ...
machine-wisdom's user avatar
10 votes
5 answers
4k views

Tool to Generate 2D Data via Mouse Clicking

Often when I am learning new machine learning methods or experimenting with a data analysis algorithm I need to generate a series of 2D points. Teachers also do this often when making a lesson or ...
MD004's user avatar
  • 310
3 votes
3 answers
264 views

What's your ideal work environment?

I'm a founder in a data science heavy startup, and I'm currently functioning as the entire dev team. Before I know it we'll have people working together on a project I, currently, work on completely ...
Warlax56's user avatar
  • 430
1 vote
1 answer
746 views

Any clear winner for Data Science in Scala? [closed]

I have found a number of libraries and tools for data science in Scala, I would like to know about which one has more adoption and which one is gaining adoption at a faster pace and to what extent ...
Trylks's user avatar
  • 178