Search Results - "machine learning"

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    Metric Algebraic Geometry by Breiding, Paul, Kohn, Kathlén, Sturmfels, Bernd

    Published 2024
    Table of Contents: “…Preface -- Historical Snapshot -- Critical Equations -- Computations -- Polar Degrees -- Wasserstein Distance -- Curvature -- Reach and Offset -- Voronoi Cells -- Condition Numbers -- Machine Learning -- Maximum Likelihood -- Tensors -- Computer Vision -- Volumes of Semialgebraic Sets -- Sampling -- References.…”
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    The Crystal Ball Instruction Manual by Davies, Stephen

    Published 2020
    Table of Contents: “…1 Introduction -- 2 A trip to Jupyter -- 3 Three kinds of atomic data -- 4 Memory pictures -- 5 Calculations -- 6 Scales of measure -- 7 Three kinds of aggregate data -- 8 Arrays in Python (1 of 2) -- 9 Arrays in Python (2 of 2) -- 10 Interpreting Data -- 11 Assoc. arrays in Python (1 of 3) -- 12 Assoc. arrays in Python (2 of 3) -- 13 Assoc. arrays in Python (3 of 3) -- 14 Loops -- 15 EDA: univariate -- 16 Tables in Python (1 of 3) -- 17 Tables in Python (2 of 3) -- 18 Tables in Python (3 of 3) -- 19 EDA: bivariate (1 of 2) -- 20 EDA: bivariate (2 of 2) -- 21 Branching -- 22 Functions (1 of 2) -- 23 Functions (2 of 2) -- 24 Recoding and transforming -- 25 Machine Learning: concepts -- 26 Classification: concepts -- 27 Decision trees (1 of 2) -- 28 Decision trees (2 of 2) -- 29 Evaluating a classifier…”
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