Udacity、北邮、华盛顿大学 人工智能课程

888888

602380;【课程内容】

Introduction to Artificial Intelligence AI Class

Welcome to AIProblem SolvingProbability in AIProbabilistic InferenceMachine LearningUnsupervised LearningRepresentation with LogicPlanningPlanning under UncertaintyReinforcement LearningHMMs and FiltersMDP ReviewGamesGame TheoryAdvanced PlanningComputer VisionRoboticsNatural Language ProcessingOffice Hours

附带

期中期末试题问题讲解

Data Manipulation at Scale  Systems and Algorithms

01 data science context and concepts

examples and the diversity of data scienceworking definitions of data sciencecharacterizing this courserelated topicscourse logisticsassignment 1 twitter sentiment analysis

02 relational databases and the relational algebra

principles of data manipulation and managementrelational algebrasql for data sciencekey principles of relational databases

03 mapreduce and parallel dataflow programming

reasoning about scalethe mapreduce programming modelalgorithms in mapreduceparallel databases vs mapreduce

04 nosql systems and concepts

what problems do nosql systems aim to solveearly key value systems and key conceptsdocument stores and extensible record storesextended nosql systemspig programming with relational algebrapig analyticsspark

05 graph analytics

structural taskstraversal taskspattern matching tasks and graph queryrecursive queriesrepresentations and algorithms


钟义信 人工智能与大数据

共两课

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