From 4537bdbebb5fe64c50080e7874d407f10a0676b7 Mon Sep 17 00:00:00 2001 From: Charles Date: Thu, 23 Jan 2020 09:57:39 +0100 Subject: WIP: CLI interface interact with Model class, subprogram call Model methods to satisfy the subject --- notebook/ft_linear_regression_notebook.ipynb | 70 +++++++++++++++++++--------- 1 file changed, 47 insertions(+), 23 deletions(-) (limited to 'notebook') diff --git a/notebook/ft_linear_regression_notebook.ipynb b/notebook/ft_linear_regression_notebook.ipynb index 6b61b71..8515c65 100644 --- a/notebook/ft_linear_regression_notebook.ipynb +++ b/notebook/ft_linear_regression_notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -26,12 +26,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -64,12 +64,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -107,12 +107,12 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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