Crash Course on Basic Statistics
An event is the speci cation of the outcome of a trial.? An event can consist of a single outcome or a set of outcomes.? The complement of an event is everything in the sample space that is not that event (not E or ˘E).? The probability of an event is always between 0 and 1.? The probability of an eventand its complement is always 1. Several ...
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Thinking fast or slow? A reinforcement learning approach
cbmm.mit.eduwkool@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
Tutorial on Linear Algebra - Massachusetts Institute of ...
cbmm.mit.eduLinear 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.
Crash Course on Basic Statistics
cbmm.mit.eduIn 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 ...
Deep Learning Tutorial - Massachusetts Institute of Technology
cbmm.mit.eduNo 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 …
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