Andriy DrozdyukYour Reward function matters or Good intentions can lead to terrible outcomesSpecification gaming is when rewards go wrong. When the reward you specify results in the behavior different from the one we desired. As in…3 min read·Oct 5, 2021----
Andriy DrozdyukSuperstition in Reinforcement Learning systemsWe bias a learner by restricting it to choosing a predictor from a given hypothesis class H, chosen before the learner has seen the data…1 min read·Oct 5, 2021----
Andriy DrozdyukQuick decisions can be made to complex problems using extensive background planningDecision to a complex problem does not necessarily have to take long, but can be lightning fast. This is because coming up with a policy…2 min read·Oct 5, 2021----
Andriy DrozdyukData Augmentation with the help of a model during PlanningThis is an idea I had about utilizing a model for data augmentation (can be applied in model based RL).1 min read·Oct 5, 2021----
Andriy DrozdyukPrinciple of Maximum Likelihood or how to find Neural network weightsWhat we’re really after is the distribution of weights W. Now, even a single w will do, so trivially the distribution can be P(w)=1 for a…1 min read·Oct 5, 2021----
Andriy DrozdyukHow to refactor large, HUGE, complex codebasesThis is a note to any software developer who is stuck refactoring 100k+ LOC C or Java project, where changing anything at all will break…2 min read·Apr 3, 2021----
Andriy DrozdyukWhat I’ve learned about teachingPrepared for DUT, Nov. 13, 2013, NB, Canada3 min read·Mar 5, 2019----
Andriy DrozdyukWhy, unfortunately, Medium Partner Program will not succeedIn this article we will attempt to examine from a system theory point of view, whether an innovative revenue model in use by Medium.com…4 min read·Mar 16, 2018--1--1
Andriy DrozdyukWhy Medium’s “clap” feature is a good thingClaps replace recommendations in Medium. Initially, what seems to be a bad idea, turns out to be good, but only if you actually know these…2 min read·Aug 21, 2017----
Andriy DrozdyukProposal to pronounce “www” as “triple-u”Currently we pronounce the “www” in most urls on the internet as “double-u double-u double-u”. This is uncessarily long and complicated. My…1 min read·Aug 19, 2017----