Udacity、北邮、华盛顿大学 人工智能课程
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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