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remove multiple lin reg from constant model notes
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lillianw101 committed Oct 2, 2023
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45 changes: 1 addition & 44 deletions constant_model_loss_transformations/loss_transformations.ipynb
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Expand Up @@ -1112,49 +1112,6 @@
"\n",
"Practically, many other mathematical operations that modify the relative scales of `\"Age\"` and `\"Length\"` could have worked here.\n"
]
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"## Notation for Multiple Linear Regression\n",
"\n",
"### Terminology\n",
"There are several equivalent terms in the context of regression. The ones we use most often for this course are bolded. \n",
"* $x$ can be called a\n",
" * **Feature(s)**\n",
" * Covariate(s)\n",
" * **Independent variable(s)**\n",
" * Explanatory variable(s)\n",
" * Predictor(s)\n",
" * Input(s)\n",
" * Regressor(s)\n",
"* $y$ can be called an\n",
" * **Output**\n",
" * Outcome\n",
" * **Response**\n",
" * Dependent variable\n",
"* $\\hat{y}$ can be called a\n",
" * **Prediction**\n",
" * Predicted response\n",
" * Estimated value\n",
"* $\\theta$ can be called a\n",
" * **Weight(s)**\n",
" * **Parameter(s)**\n",
" * Coefficient(s)\n",
"* $hat{\\theta}$ can be called a\n",
" * **Estimator(s)**\n",
" * **Optimal parameter(s)**\n",
"* A datapoint $(x, y)$ is also called an **observation**.\n",
"\n",
"### Multiple Linear Regression Model\n",
"Define the multiple linear regression model:\n"
]
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Expand All @@ -1173,7 +1130,7 @@
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"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
"version": "3.10.9"
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