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To get a minor in Computer Science, a prospect need to finish 20 units of Computer Science coursework numbered 200 or higher than, except for the a hundred-level courses outlined around the Ph.D. Minor Worksheet (pdf). At the very least a few with the courses need to be master’s Main classes to deliver breadth and 1 system numbered 300 or previously mentioned to supply depth.
Complete an honors thesis deemed satisfactory by the thesis adviser and not less than 1 additional faculty member.
Training course includes in-course pursuits made by regional tech providers and nonprofits. Corequisite: 106B or 106X.
Mathematical programming relaxations of integer programming formulations are a well-liked way to apply convex optimization tactics to tough combinatorial optimization difficulties. This sort of relaxations could be made nearer to their integer programming counterparts by adding constraints; a systematic way to achieve this is by using hierarchies of relaxations. Quite a few these hierarchies are well-analyzed inside the literature: Lovasz-Schrijver, Sherali-Adams and the Parrilo-Lasserre sum-of-squares (SoS) hierarchy. Not long ago, these hierarchies have acquired a lot of consideration due to their likely to create progress on extensive standing algorithmic queries, and connections to various other parts including computational complexity, combinatorial and polynomial optimization, quantum computing, evidence complexity etc.
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One particular crucial Device for tackling sophisticated RL domains is deep Studying which class will incorporate at the very least 1 homework on deep reinforcement learning. Prerequisites: proficiency in python, CS 229 or equivalents or authorization on the teacher; linear algebra, primary likelihood.
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