77 lines
2.3 KiB
ReStructuredText
77 lines
2.3 KiB
ReStructuredText
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:html_theme.sidebar_secondary.remove:
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.. _ml_map:
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Choosing the right estimator
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============================
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Often the hardest part of solving a machine learning problem can be finding the right
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estimator for the job. Different estimators are better suited for different types of
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data and different problems.
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The flowchart below is designed to give users a bit of a rough guide on how to approach
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problems with regard to which estimators to try on your data. Click on any estimator in
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the chart below to see its documentation. The 😭 emoji is to be read as "if this
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estimator does not achieve the desired outcome, then follow the arrow and try the next
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one". Use scroll wheel to zoom in and out, and click and drag to pan around. You can
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also download the chart: :download:`ml_map.svg <images/ml_map.svg>`.
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.. raw:: html
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<style>
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#sk-ml-map {
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height: 80vh;
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margin: 1.5rem 0;
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}
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#sk-ml-map svg {
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height: 100%;
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width: 100%;
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border: 2px solid var(--pst-color-border);
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border-radius: 0.5rem;
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}
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html[data-theme="dark"] #sk-ml-map svg {
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filter: invert(90%) hue-rotate(180deg);
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}
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</style>
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<script src="_static/scripts/vendor/svg-pan-zoom.min.js"></script>
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<script>
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document.addEventListener("DOMContentLoaded", function () {
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const beforePan = function (oldPan, newPan) {
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const gutterWidth = 100, gutterHeight = 100;
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const sizes = this.getSizes();
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// Compute pan limits
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const leftLimit = -((sizes.viewBox.x + sizes.viewBox.width) * sizes.realZoom) + gutterWidth;
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const rightLimit = sizes.width - gutterWidth - (sizes.viewBox.x * sizes.realZoom);
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const topLimit = -((sizes.viewBox.y + sizes.viewBox.height) * sizes.realZoom) + gutterHeight;
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const bottomLimit = sizes.height - gutterHeight - (sizes.viewBox.y * sizes.realZoom);
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return {
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x: Math.max(leftLimit, Math.min(rightLimit, newPan.x)),
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y: Math.max(topLimit, Math.min(bottomLimit, newPan.y))
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};
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};
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// Limit the pan
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svgPanZoom("#sk-ml-map svg", {
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zoomEnabled: true,
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controlIconsEnabled: true,
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fit: 1,
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center: 1,
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beforePan: beforePan,
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});
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});
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</script>
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<div id="sk-ml-map">
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.. raw:: html
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:file: images/ml_map.svg
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.. raw:: html
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</div>
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