Statistical Machine Learning

Statistical Machine Learning is a subset of artificial intelligence that leverages statistical techniques to enable machines to improve at tasks. Coursera's Statistical Machine Learning catalogue equips you with the ability to develop and apply predictive algorithms based on statistical concepts. You'll learn to build models, interpret results, and make predictions using machine learning techniques. Further, you'll gain an understanding of various statistical learning methods such as regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. This skill set can be used in various fields like data science, finance and banking, healthcare, retail, and more where predictive analysis is crucial.
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Results for "statistical machine learning"

  • Status: Free Trial

    University of Michigan

    Skills you'll gain: Machine Learning Methods, Machine Learning Software, Machine Learning, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Image Analysis, Deep Learning, Computer Vision, Artificial Intelligence, Generative AI, Statistical Machine Learning, Reinforcement Learning, Artificial Neural Networks, Automation, Algorithms

    4.4
    Rating, 4.4 out of 5 stars
    41 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview

    National Taiwan University

    Skills you'll gain: Classification And Regression Tree (CART), Feature Engineering, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Random Forest Algorithm, Dimensionality Reduction, Machine Learning, Machine Learning Algorithms, Deep Learning, Decision Tree Learning, Artificial Neural Networks, Regression Analysis

    4.9
    Rating, 4.9 out of 5 stars
    35 reviews

    Intermediate · Course · 3 - 6 Months

  • University of Leeds

    Skills you'll gain: Data Ethics, Data Storytelling, Statistical Machine Learning, Data Presentation, Regression Analysis, Statistical Hypothesis Testing, Exploratory Data Analysis, Bayesian Statistics, Statistical Methods, Statistical Visualization, Data Literacy, Classification And Regression Tree (CART), Network Analysis, Data Visualization, Data Manipulation, Data Analysis, Statistical Modeling, Linear Algebra, Artificial Intelligence and Machine Learning (AI/ML), Object Oriented Programming (OOP)

    Earn a degree

    Degree · 1 - 4 Years

  • Status: Preview

    National Taiwan University

    Skills you'll gain: Supervised Learning, Machine Learning, Statistical Machine Learning, Classification And Regression Tree (CART), Artificial Intelligence and Machine Learning (AI/ML), Theoretical Computer Science, Mathematical Modeling, Probability & Statistics, Regression Analysis, Algorithms

    4.9
    Rating, 4.9 out of 5 stars
    937 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Preview

    Sungkyunkwan University

    Skills you'll gain: Data Processing, Portfolio Management, Investment Management, Classification And Regression Tree (CART), Statistical Machine Learning, Investments, Machine Learning Algorithms, Applied Machine Learning, R Programming, Feature Engineering, Machine Learning, Financial Modeling, Predictive Modeling, Decision Tree Learning, Random Forest Algorithm, Asset Management

    Intermediate · Course · 1 - 4 Weeks

  • Dartmouth College

    Skills you'll gain: Natural Language Processing, Field-Programmable Gate Array (FPGA), Technical Communication, Statistical Machine Learning, Machine Learning, Embedded Systems, Embedded Software, Machine Learning Algorithms, Distributed Computing, Generative AI, Image Analysis, Hardware Design, Computer Vision, Electrical and Computer Engineering, Engineering Analysis, Student Support and Services, Student Services, Text Mining, Digital Communications, Electrical Engineering

    Earn a degree

    Degree · 1 - 4 Years

  • Status: Free Trial

    Google Cloud

    Skills you'll gain: Machine Learning, Google Cloud Platform, Machine Learning Algorithms, Applied Machine Learning, Supervised Learning, Time Series Analysis and Forecasting, Financial Trading, Deep Learning, Statistical Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Artificial Neural Networks, Securities Trading, Technical Analysis, Financial Forecasting, Quantitative Research, Financial Modeling, Forecasting, Regression Analysis, Finance

    4
    Rating, 4 out of 5 stars
    886 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview

    Copenhagen Business School

    Skills you'll gain: Artificial Intelligence, Large Language Modeling, Natural Language Processing, Theoretical Computer Science, Statistical Machine Learning, Statistical Analysis, Artificial Neural Networks, Responsible AI, Computational Thinking, Human Computer Interaction

    4.7
    Rating, 4.7 out of 5 stars
    25 reviews

    Beginner · Course · 1 - 4 Weeks

  • Coursera Project Network

    Skills you'll gain: Scikit Learn (Machine Learning Library), Regression Analysis, Performance Tuning, Applied Machine Learning, Machine Learning Methods, Statistical Machine Learning, Machine Learning, Bayesian Statistics, Data Analysis

    4.9
    Rating, 4.9 out of 5 stars
    8 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Universidad de los Andes

    Skills you'll gain: Supervised Learning, Unsupervised Learning, Artificial Intelligence, Data Ethics, Dimensionality Reduction, Probability & Statistics, Responsible AI, Machine Learning Methods, Machine Learning, Natural Language Processing, Applied Machine Learning, Linear Algebra, Semantic Web, Classification And Regression Tree (CART), Machine Learning Algorithms, Statistical Machine Learning, Statistical Methods, Predictive Modeling, Bayesian Statistics, Scientific Visualization

    Credit offered

    Mastertrack · 6 - 12 Months

  • Ball State University

    Skills you'll gain: Data Ethics, Machine Learning Algorithms, Supervised Learning, SQL, Unsupervised Learning, Graph Theory, Database Systems, Database Management Systems, Statistical Machine Learning, Financial Statement Analysis, Statistical Hypothesis Testing, Statistical Methods, Data Wrangling, SAS (Software), Spatial Analysis, Text Mining, Statistical Software, R Programming, Artificial Intelligence, Natural Language Processing

    Earn a degree

    Degree · 1 - 4 Years

  • Indian Statistical Institute

    Skills you'll gain: Sampling (Statistics), Time Series Analysis and Forecasting, Sample Size Determination, Statistical Machine Learning, NumPy, Spatial Data Analysis, Statistical Hypothesis Testing, Probability, Database Management Systems, Statistical Modeling, SQL, Data Compilation, Economics, Probability & Statistics, Dimensionality Reduction, Statistical Methods, Lifelong Learning, Regression Analysis, Surveys, International Finance

    Postgraduate Diploma · 6 - 12 Months