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Курс от University of California San Diego
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Machine Learning With Big Data
Курс от University of California San DiegoО курсе
Want to make sense of the volumes of data you have collected? Need to incorporate data-driven decisions into your process? This course provides an overview of machine learning techniques to explore, analyze, and leverage data. You will be introduced to tools and algorithms you can use to create machine learning models that learn from data, and to scale those models up to big data problems. At the end of the course, you will be able to: • Design an approach to leverage data using the steps in the machine learning process. • Apply machine learning techniques to explore and prepare data for modeling. • Identify the type of machine learning problem in order to apply the appropriate set of techniques. • Construct models that learn from data using widely available open source tools. • Analyze big data problems using scalable machine learning algorithms on Spark. Software Requirements: Cloudera VM, KNIME, Spark
Навыки, которые вы освоите
Classification AlgorithmsApache SparkModel EvaluationUnsupervised LearningExploratory Data AnalysisData PreprocessingRegression AnalysisDescriptive StatisticsMachine LearningMachine Learning AlgorithmsMachine Learning SoftwareData AnalysisBig DataData MiningData TransformationModel TrainingApplied Machine LearningStatistical AnalysisData WranglingMachine Learning Methods
Программа курса
7 модулей · 96 учебных материалов
01Welcome4 материалов
02Introduction to Machine Learning with Big Data
Учитесь у экспертов
Mai Nguyen
Lead for Data Analytics
Ilkay Altintas
Chief Data Science Officer