Thinking fast or slow? A reinforcement learning approach

wkool@fas.harvard.edu wouterkool.com *** p < 0.001 Contact and details Conclusion Cost-benefit arbitration between multiple RL systems Flexible adapation based on reward-advantage

  Thinking, Fast, Slow, Thinking fast

Tutorial on Linear Algebra - Massachusetts Institute of ...

Linear Algebra When is a matrix invertible In general, for an inverse matrix −1to exist, has to be square and its’ columns have to form a linearly independent set of vectors –no column can be a linear combination of the others. A necessary and sufficient condition is that det ≠0.

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Crash Course on Basic Statistics

In a small sample of data (less than 25 or so), the sample median tends to do a poor job of estimating the population median.? For task-time data the geometric mean tends to provide a better estimate of the pop-ulation’s middle value than the sample median. Mode? The most frequently occurring value.? Is useful in describing ordinal or ...

  Data, Statistics, Samples

Deep Learning Tutorial - Massachusetts Institute of Technology

No guarantee that the desired MLP can actually be found with our chosen learning method (learnability). Two motivations for using deep nets instead (see Goodfellow et al 2016, section 6.4.1): Statistical: deep nets are compositional, and naturally well suited to …

  Learning, Deep, Deep learning

list of some useful R functions - Columbia University

uence.measures: suite of functions to compute regression (leave-one-out dele-tion) diagnostics for linear and generalized linear models ("stats") { lm.in uence: provides the basic quantities used in diagnostics for checking the quality of regression ts ("stats") { outlier.test: Bonferroni outlier test ("car")

  University, Functions, Useful, Some, Columbia university, Columbia, Unece, Of some useful r functions

uidance for uilding perations During the CID- Pandemic

of authority and in uence, to exercise our collective responsibility to communicate and reinforce how per-sonal choices about social distancing and hygiene affect the spread of this disease and its impact not just on our-selves, but on our societal systems and economy. The con-sequences of overwhelming the capacity of our health-

  Unece

Thermal properties of graphene: Fundamentals and applications

its specifi c heat and thermal conductivity (from diffusive to ballistic limits) and the infl uence of substrates, defects, and other atomic modifi cations. We also highlight practical applications in which the thermal properties of graphene play a role. For instance, graphene transistors

  Unece

Economic and Management Sciences Grade 9 - CNX

1.8 critically assesses the in uence and actions (strikes and stayaways) of trade unions in general and during the apartheid era on: the South African economy; political, economic and social transformation; labour issues; 1.9 discusses the e ect of the national budget on the economy (e.g. taxation and expenditure on education,

  Grade, Unece, Grade 9

Mathematical Logic (Math 570) Lecture Notes

uence of set theory on the rest of mathematics was to enable simple constructions of great generality, like cartesian products, quotient sets and power sets, and this involves only very elementary set theory. 1.1. MATHEMATICAL LOGIC: A BRIEF OVERVIEW 3

  Unece, Logic, Mathematical, Mathematical logic

GLM Residuals and Diagnostics - MyWeb

uence over the model t) Patrick Breheny BST 760: Advanced Regression 14/24. Building blocks Diagnostics Summary De nitions Plots Variance in ation factors It is worth mentioning variance in ation factors (VIF) brie y here VIF is a function of X alone, and therefore how VIF is

  Unece, Residual

Maximizing the Spread of Influence through a Social Network

˙(A) = (A); b

The Competency Framework - International Atomic Energy …

Core values are principles that infl uence people’s actions and the choices they make. They are ethical standards that are based on the standards of conduct for the international civil service and are to be upheld by all staff. Core competencies provide the foundation of the framework, describing behaviours to be displayed by all staff ...

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LECTURE NOTES ON APPLIED MATHEMATICS

Jun 17, 2009 · uence the entire length ‘of the domain. The qualitative behavior of solutions depends on R. LECTURE 1. INTRODUCTION 5 When dimensionless parameters exist, we have a choice in how we de ne dimen-sionless variables. For example, on a nite domain, we could nondimensionalize as

  Mathematics, Applied, Unece, Applied mathematics

Annex 7 WHO guidelines on transfer of technology in ...

288 for procurement agencies) a number of the points listed in section 2.4 may not be workable, and alternative approaches may be required. 2.1 This document gives guidance in principle and provides general