Machine Learning, Python, & R - Â鶹ֱ²¥ /curriculum/business-analytics/machine-learning-python-r/ Mon, 07 Nov 2022 17:53:08 +0000 en-US hourly 1 https://wordpress.org/?v=6.9.4 /wp-content/uploads/2020/07/cropped-apple-touch-icon-32x32.png Machine Learning, Python, & R - Â鶹ֱ²¥ /curriculum/business-analytics/machine-learning-python-r/ 32 32 59717781 R Fundamentals for Business Analytics /flex_courses/r-fundamentals-for-business-analytics/ Thu, 18 Aug 2022 17:42:06 +0000 /?post_type=flex_courses&p=20386 Analyze and visualize business application data using statistical and visualization tools of R. Competencies: Extract business data from databases using tools such as SQL and utilize R for statistical tests such as t-Tests, ANOVA, linear regression, multiple regression, logistic regression, principal component Analysis, and time series analysis. Apply R for analyzing and visualizing business data […]

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]]> 20386 AI & Machine Learning Business Applications using R /flex_courses/ai-machine-learning-business-applications-using-r/ Thu, 18 Aug 2022 17:43:50 +0000 /?post_type=flex_courses&p=20388 Apply R for machine learning and AI applications involving business data. Competencies: Apply R for AI/ML applications such as k-nearest neighbor classification, tree-based classification, neural networks, deep learning, cluster analysis, text mining, sentiment analysis, word frequency and n-grams. Textbook: Tilman M. Davies, The Book of R: A First Course in Programming and Statistics 1st Edition, […]

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]]> 20388 Python Fundamentals for Data Analytics & Machine Learning /flex_courses/python-fundamentals-for-data-analytics-machine-learning/ Thu, 18 Aug 2022 17:46:33 +0000 /?post_type=flex_courses&p=20390 Analyze business application data using statistical tools of python. Competencies: Apply Python for analyzing business data using statistical tests such as t-Tests, ANOVA, linear regression, multiple regression, logistic regression, principal component Analysis, and time series analysis; generate web pages for presentation through R markdown code. Conduct advanced statistical and AI/machine learning techniques using Python for […]

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