Probabilistic Models and Artificial Intelligence

Problem 1 – Learning from Examples and Probabilistic Models     ________ out of 45 points ·      Select a learning problem that may arise in the real world.  Examples may arise from various domains incorporating examples and probabilistic models, including Naïve Bayes, classifiers, decision trees, clustering, etc.   ______ out of 5 points ·      Describe the learning problem(s) used (based on methods discussed in class or in the book, including Naïve Bayes, classifiers, decision trees, clustering, etc.)   ______ out of 5 points ·      Design and describe the algorithm and approach of your implementation. Since this is a not a machine learning course, you should describe your general approach to a machine learning problem. You may create visual representations and include a description as well. ______ out of 10 points o   Your general approach to the learning problem that you have selected should be described in terms of model selection, optimization, and which parameters may require adjustment, etc. o   You may show pseudocode or a visual representation of your chosen problem. o   Any code used from other sources should be referenced. Implementing the code from scratch can help show that you have acquired a solid understanding of how it should operate. o   Please include references for your sources.    ·      Explain why you selected your chosen method(s). ______ out of 10 points o   Explain how your chosen method would help solve your chosen problem.  o   Think about the how the problem/application is formulated, model representations used, algorithms for representing problems, how your solution may be optimized, etc.  Your project may integrate various approaches pertaining to machine learning. ·      Describe the strengths and limitations.    ______ out of 5 points ·      Describe what may have been some alternative methods.    ______ out of 5 points Describe what methods may not have been appropriate     ______ out of 5 points

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