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Results for: Keywords Machine learning Remove constraint Keywords: Machine learning Publisher Stanford Engineering Everywhere Remove constraint Publisher: Stanford Engineering Everywhere

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  • Courseware 
    CS229 - Machine Learning

    CS229 - Machine Learning

    This course provides a broad introduction to machine learning and statistical pattern recognition. The course will also discuss recent applications of machine learning, such as to robotic control, data mining, autonomous navigation, bioinformatics, speech recognition, and text and web data processing. Topics include: supervised learning (generative/discriminative learning, parametric/non-parametric learning, neural networks, support vector machines); unsupervised learning (clustering, dimensionality reduction, kernel methods); learning theory (bias/variance tradeoffs; VC theory; large margins); reinforcement learning and adaptive control.

    Subjects:
    Computing, Data Science and Artificial Intelligence
    Keywords:
    Pattern perception -- Statistical methods Machine learning
    Resource Type:
    Courseware