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50 years of Data Science - courses.csail.mit.edu

50 years of data ScienceDavid DonohoSept. 18, 2015 Version than 50 years ago, John Tukey called for a reformation of academic statistics. In TheFuture of data Analysis , he pointed to the existence of an as-yet unrecognizedscience, whosesubject of interest was learning from data , or data analysis . Ten to twenty years ago, JohnChambers, Bill Cleveland and Leo Breiman independently once again urged academic statisticsto expand its boundaries beyond the classical domain of theoretical statistics; Chambers calledfor more emphasis on data preparation and presentation rather than statistical modeling; andBreiman called for emphasis on prediction rather than inference.

NSF National Science Foundation PoMC The Problem of Multiple Comparisons, 1953 QPE Quantitative Programming Environment R R { a system and language for computing with data S S { a system and language for computing with data SAS System and lagugage produced by SAS, Inc. SPSS System and lagugage produced by SPSS, Inc.

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50 years of Data Science - courses.csail.mit.edu

courses.csail.mit.edu

A recent and growing phenomenon is the emergence of \Data Science" programs at major universities, including UC Berkeley, NYU, MIT, and most recently the Univ. of Michigan, which on September 8, 2015 announced a $100M \Data Science Initiative" that will hire 35 new faculty.

  Data, Year, Sciences, Emergence, The emergence, 50 years of data science

Real Democracy: Post-Election Audits for Range Voting

courses.csail.mit.edu

Post-Election Audit Threat Model. We cannot trust that the software in our electronic voting system produces the actual outcome for every contest. For instance, it could be that the software vendor of the system is biased towards a specific political party and/or that the software contains bugs.

  Post, Real, Audit, Election, Democracy, Election audit, Real democracy, Post election audits for

Basic Plotting with Python and Matplotlib

courses.csail.mit.edu

The basic syntax for creating line plots is plt.plot(x,y), where x and y are arrays of the same length that specify the (x;y) pairs that form the line. For example, let’s plot the cosine function from 2 to 1.

  Python, Basics, With, Plot, Plotting, Matplotlib, Basic plotting with python and matplotlib

A Message to Garcia Elbert Hubbard 1899

courses.csail.mit.edu

can carry a message to Garcia. I know one man of really brilliant parts who has not the ability to manage a business of his own, and yet who is absolutely worthless to anyone else, because he carries with him constantly the insane suspicion that his employer is oppressing, or intending to oppress, him.

  Message, Garcia, A message to garcia

Practice Number Theory Problems

courses.csail.mit.edu

6.857 : Handout 9: Practice Number Theory Problems 3 (b) Show that if a b mod n, then for all positive integers c, ac bc mod n. Since a b mod n, there exists q 2Z such that a = b + nq. This means that ac = (b + nq)c. If we compute mod n on both sizes, nqc cancels out and we obtain ac …

  Problem, Number, Theory, Number theory problems

6.825 Exercise Solutions: Week 3 - courses.csail.mit.edu

courses.csail.mit.edu

6.825 Exercise Solutions: Week 3 Solutions September 27, 2004 Converting to CNF Convert the following sentences to conjunctive normal form. 1. (A → B) → C

  Following, Convert, Convert the following

Basic Plotting with Python and Matplotlib

courses.csail.mit.edu

plt.plot(xvals, newyvals, ’r--’) # Create line plot with red dashed line plt.title(’Example plots’) plt.xlabel(’Input’) plt.ylabel(’Function values’) plt.show() # Show the figure (remove the previous instance) The third parameter supplied to plt.plot above is …

  Plot

6.825 Exercise Solutions, Decision Theory

courses.csail.mit.edu

No has a patient who is very sick. Without further treatment, this patient will die in about 3 months. ... might be able to gather more information about whether you’ll win the race by talking to your coach or the TV sports commentators. 3. Compute the expected value of perfect information about the state of your leg. Solution:

  Information, Patients, Decision, Coach

Quadratic Programming with Python and CVXOPT

courses.csail.mit.edu

Quadratic Programming with Python and CVXOPT This guide assumes that you have already installed the NumPy and CVXOPT packages for your Python distribution.

  Quadratic

4 Search Problem formulation (23 points)

courses.csail.mit.edu

The batteries can be charged by stopping and unfurling the solar collectors (pretend it’s always daylight). One hour of solar collection results in one unit of battery charge. The batteries can hold a total of 10 units of charge. • It can drive. It has a map at 10-meter resolution indicating how many units of battery charge

  Solar, Collector, Solar collectors

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Pearson BTEC Level 3 National in Computing

qualifications.pearson.com

BTEC Level 3 National in Computing Unit 1: Principles of Computer Science Sample Assessment Materials (SAMs) For use with: • Extended Certificate, Foundation Diploma and Extended Diploma in Computing • Diploma in Computing • Diploma in Creative Computing • Diploma in Computer Science • Diploma in Computer Systems and Network Support

  Computing, Sciences, National, Levels, Pearson, Btec, Pearson btec level 3 national in computing, Level 3 national in computing

Introduction to Information, Information Science, and ...

samples.jbpub.com

Health Informatics’s (CHI’s) eGov initiative, the National Health Information Infrastructure (NHII), the National Health Information Key Terms Acquisition Alerts Analysis Chief information officer Chief technical officer Chief technology officer Cloud computing Cognitive science Communication science Computer-based information system ...

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Paradigms for Global Computing Education

www.acm.org

A Computing Curricula Series Report 2020 December 31 Computing Curricula 2020 CC2020 ... with data science Association for Computing Machinery (ACM) IEEE Computer Society (IEEE-CS) 2020 December 31 . ... National University of Defense Technology China Adrienne Decker

  Computing, Sciences, National

America’s Seed Fund powered by the National Science …

seedfund.nsf.gov

National Science Foundation Small Business Innovation Research (SBIR)/ Small Business Technology Transfer (STTR) program seedfund.nsf.gov ... improvements may be in terms of computing power and efficiency, energy management, data storage, latency, data integrity and availability, cost, or any other factor of importance in such ...

  Computing, Sciences, National, Fund, Seed, National science, Seed fund, Seedfund

Computing qualifications summary brochure

ocr.org.uk

GCSE (9–1) Computer Science, Level 2 Cambridge National in Creative iMedia, Level 2 Cambridge National in IT. PERFORMANCE POINTS: No. THE QUALIFICATION. Entry Level Computer Science provides students with a fundamental understanding of computer technology and computing principles and takes a look at what goes on ‘behind the scenes’.

  Computing, Sciences, National

Computing programmes of study: key stages 1 and 2

assets.publishing.service.gov.uk

The national curriculum for computing aims to ensure that all pupils: can understand and apply the fundamental principles and concepts of computer science, including abstraction, logic, algorithms and data representation can analyse problems in computational terms, and have repeated practical experience ...

  Computing, Sciences, National, Curriculum, National curriculum

Quantum Computing and Post-Quantum Cryptography

media.defense.gov

Aug 04, 2021 · National Security Agency | Frequently Asked Questions Quantum Computing and Post-Quantum Cryptography . General Information Q: What is a quantum computer, and how is it different from the computers we use today? A: Quantum computers can, in principle, perform certain mathematical algorithms exponentially faster than a classical computer.

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TABLE B-1. Classification of fields of study - NSF

www.nsf.gov

03.0509 Wood Science and Wood Products/Pulp and Paper Technology 03.0510 Forest Resources Production and Management; 03.0599 Forestry, Other ... 460 Computing theory and practice. 27.0501 Statistics, General 465. Operations research (see also 393, 930)

  Computing, Sciences, Classification

Benchmarks Technologies - Education Scotland

education.gov.scot

computing technology I understand that sequences of instructions are used to control computing technology. TCH 0-14a such as automatic doors) I can experiment with and identify uses of a range of computing technology in the world around me. TCH 0-14b Demonstrates an understanding of how symbols can represent process and information.

  Computing

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