Translations were generated with cube and stack size of 400 and translation options 20. The target phrases used in the best translation were traced back to the translation options list and the rank positions were plotted in a histogram.

We can explain our intuition for why we randomized control trials seem to express causality.

Often in planning the lowest level of actions are defined and we hope the learning algorithm will eventually learn to compose these low level actions in sensible ways. One way to speed up convergence of the various iteration algorithms (value iteration, policy iteration etc) is to define not just low level actions, but pre-set sequences of actions as well. Instead of only sampling low-level actions the algorithm can also pick a meta action, which then executes an entire sequence. We could also learn these meta actions automatically as this paper describes.

The causal inference class today covered some very basic ideas that I frequently have problems with. I ‘know’ what estimates and estimators are but could not clearly explain them to a lay person (which probably reflects some holes in my knowledge). Today’s class cleared some basic ideas.

The last slide in my ACL talk gave a vague idea of all the possible future tasks that are open issues.

I ran a few experiments for Speed Vs. Accuracy in Moses SMT. 3000 sentences were translated from de, fr, es to en, while varying the following params:

Monte Carlo Tree Search (MTCS) is a commonly used technique to solve/simplify the search problem that arises during game playing. An agent must consider multiple moves which can recursively lead to more moves to consider. This exponential tree search is not feasible in practice. Book-keeping in MTCS involves keeping track of wins and losses possible from each game state. In MTCS method can be divided into the following steps:

Things to consider regarding the testing of macaronic user model performance.

N-Armed Bandits

Definitions:

this is a test here are some latex equations. \(a = b + c + \frac{1}{2}\)

In no specific order:

Evolution of the UI for the macaronic interface. Some old demos are here…

Macaronic UI CoE

Macaronic UI SoE

Macaronic UI Demo3

Macaronic UI Demo2

Macaronic UI Demo1

Next you can update your site name, avatar and other options using the _config.yml file in the root of your repository (shown below).