The Data Scientist’s Toolbox

Start Date: 03/17/2019

Course Type: Common Course

Course Link:

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About Course

In this course you will get an introduction to the main tools and ideas in the data scientist's toolbox. The course gives an overview of the data, questions, and tools that data analysts and data scientists work with. There are two components to this course. The first is a conceptual introduction to the ideas behind turning data into actionable knowledge. The second is a practical introduction to the tools that will be used in the program like version control, markdown, git, GitHub, R, and RStudio.

Course Syllabus

The Week 3 lectures focus on conceptual issues behind study design and turning data into knowledge. If you have trouble or want to explore issues in more depth, please seek out answers on the forums. They are a great resource! If you happen to be a superstar who already gets it, please take the time to help your classmates by answering their questions as well. This is one of the best ways to practice using and explaining your skills to others. These are two of the key characteristics of excellent data scientists.

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Course Introduction

In this course you will get an introduction to the main tools and ideas in the data scientist's tool

Course Tag

Data Science Github R Programming Rstudio

Related Wiki Topic

Article Example
NIH Toolbox With the NIH Toolbox, researchers can assess function using a common metric and can “crosswalk” among measures, supporting the pooling and sharing of large data sets. The NIH Toolbox will support scientific discovery by bringing a common language to research questions – both with respect to the primary study aims and to those arising from secondary data analyses. The four batteries provide researchers with measures that have minimal subject burden and cost. The NIH Toolbox battery of measures will be used by The Human Connectome Project (HCP) to understand the relationship between brain connectivity and behavior,
Macintosh Toolbox The Toolbox is composed of commonly used functions, but not the "most" commonly used functions. As a result, it grew into a hodgepodge of different API libraries. The Toolbox encompasses most of the basic functionality which distinguished the Classic Mac OS. Apple's references “Inside Macintosh: Macintosh Toolbox Essentials” and “Inside Macintosh: More Macintosh Toolbox”, similarly vague in scope, also document most of the Toolbox.
Neurophysiological Biomarker Toolbox The toolbox has a standard template for how biomarkers should be implemented, which makes it relatively easy to implement new biomarkers. Originally the toolbox was aimed at biomarkers based on EEG or MEG signals, recently however the toolbox has moved towards supporting almost any type of biomarker data.
NIH Toolbox NIH Toolbox measures are administered using Assessment Center, a free, browser-based research management software application where users can access, practice, and then administer NIH Toolbox measures. Assessment Center enables researchers to create study-specific websites for capturing participant data securely. Studies can include measures within the Assessment Center library as well as custom measures created or entered by the researcher.
Toolbox Murders Toolbox Murders was followed by a 2011 sequel entitled "Toolbox Murders 2"; however production ceased when it ran out of production funds and it was discovered that the one of the producers Tony DIdio did not have chain of title or rights to the Toolbox Murders franchise. The movie was completed by the additional producers as Coffin Baby movie which is completely independent of the Toolbox Murders franchise and released a year earlier than Toolbox Murders 2. Despite the stalled release of "Toolbox Murders 2," and a no chain of title they are currently developing "Toolbox Murders 3", which is also produced over Crowdfunding.
Macintosh Toolbox In Mac OS X, the Toolbox is not used at all, though the Classic Environment loads the Toolbox ROM file into its virtual machine. Much of the Toolbox was restructured and implemented as part of Apple's Carbon programming API, allowing programmers familiar with the Toolbox to port their program code more easily to Mac OS X.
Shogun (toolbox) Shogun is a free, open source toolbox written in C++. It offers numerous algorithms and data structures for machine learning problems.
Neurophysiological Biomarker Toolbox The aim of the NBT toolbox is to make biomarker research easier at all levels. From having raw data, cleaning it, calculating biomarkers, to performing advanced statistics.
Skeptic's Toolbox Hyman created the Skeptic's Toolbox in 1989 to teach people how to be better skeptics. He tells James Underdown that "we were putting out more fires by skeptics than by believers... they were going overboard". The first toolbox was in Buffalo, NY with himself, James Alcock and Steve Shaw (now called Banachek). With the exception of one year when the toolbox was held in Boulder, Colorado, the toolbox has been held at the University of Oregon in Eugene.
Optimization Toolbox Optimization can help with fitting a model to data, where the goal is to identify the model parameters that minimize the difference between simulated and experimental data. Common parameter estimation problems that are solved with Optimization Toolbox include estimating material parameters and estimating coefficients of ordinary differential equations.
Neurophysiological Biomarker Toolbox The NBT toolbox works as a plugin to the open-source Matlab toolbox EEGLAB
Farm Forestry Toolbox Users can 'customise' the Toolbox by using the 'Editors' and/or manual input of key data, such as growth rate. This means the Toolbox can be used for any type of planted forest (windbreak or shelterbelt, agroforestry, woodlot, or plantation), and can be used for existing planted forest or an area being considered for planting.
Macintosh Toolbox The Macintosh Toolbox is a set of application programming interfaces with a particular access mechanism. They implement many of the high-level features of the Classic Mac OS. The Toolbox consists of a number of "managers," software components such as QuickDraw, responsible for drawing onscreen graphics, and the Menu Manager, which maintain data structures describing the menu bar. As the original Macintosh was designed without virtual memory or memory protection, it was important to classify code according to when it should be loaded into memory or kept on disk, and how it should be accessed. The Toolbox consists of subroutines essential enough to be permanently kept in memory and accessible by a two-byte machine instruction; however it excludes core "kernel" functionality such as memory management and the file system. Note that the Toolbox does not "draw" the menu onscreen: menus were designed to have a customizable appearance, so the drawing code was stored in a resource, which could be on a disk.
Skeptic's Toolbox Loren Pankratz - A founding faculty member of the Skeptic's Toolbox, Pankratz explained to Harriet Hall, about the beginnings of the Toolbox, "Ray Hyman, Jerry Andrus and I were meeting together once a month or so and we decided that maybe the three of us could put a Toolbox together."
Toolbox A toolbox (also called toolkit, tool chest or workbox) is a box to organize, carry, and protect the owner's tools. They could be used for trade, a hobby or DIY, and their contents vary with the craft of the owner.
Communications ToolBox The Communications Toolbox, generally shortened to Comm Toolbox or CTB, was a suite of application programming interfaces, libraries and device drivers for the classic Mac OS that implemented a wide variety of serial and network communication protocols.
Toolbox The term "toolbox" is used in computing to represent a set of subroutines (or functions) and global variables. Typically these implement missing functionality using capabilities available in the core software.
Robotics Toolbox for MATLAB The Robotics Toolbox is MATLAB Toolbox software that supports research and teaching into arm-type and mobile robotics.
Toolbox (disambiguation) A toolbox is a container used to organize, carry, and protect the owner's tools.
NIH Toolbox The NIH Toolbox divides tests into four aspects of neural function, called "domain batteries":