From fdc1f899d9cd2b543006cf99bafdb2634a07e2fc Mon Sep 17 00:00:00 2001 From: Ulrich Prestel Date: Mon, 1 Jun 2020 15:27:19 +0200 Subject: [PATCH] improved rating prediction --- project.ipynb | 164 ++++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 158 insertions(+), 6 deletions(-) diff --git a/project.ipynb b/project.ipynb index cbebeb7..39b5901 100644 --- a/project.ipynb +++ b/project.ipynb @@ -930,7 +930,7 @@ "colab_type": "text" }, "source": [ - "### Bonus -- validation of the predictions & hyperparameter tuning\n", + "# Bonus -- validation of the predictions & hyperparameter tuning\n", "What we can do now is to validate the predicted ratings by selecting a few random known entries form our netflix matrix and moving them to a validation set. We can then try to see how well the predicted recommendation matches with the validation set.\n", "\n", "Using this method we can tune the parameters of DRS and FISTA using a grid-seach." @@ -1005,7 +1005,11 @@ "metadata": { "id": "NxjQzyILFhjl", "colab_type": "code", - "colab": {} + "outputId": "3669c16a-6076-4eda-ac7f-eee64f9dbf99", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } }, "source": [ "B_train, validation_ratings, omega_train = training_validaton_split(B_dense, omega, validation_size=100)\n", @@ -1013,15 +1017,162 @@ "mask_train = (B_train!=0)\n", "omegaval_train = np.where(mask_train!=0)\n", "B = B_train[omegaval_train]\n", - "rec = DRS(A, B, m, n, iterations = 200, gamma = 1.9).reshape(m, n)\n", + "rec = DRS(A, B, m, n, iterations = 1000, gamma = 33).reshape(m, n)\n", "\n", "# now we get the recommendations\n", "for customer_id, movie_id, rating in validation_ratings:\n", " predicted_rating = rec[customer_id, movie_id]\n", " print(\"predicted: \", max(0, min(5, round(predicted_rating))), \"ground truth: \", rating)" ], - "execution_count": 0, - "outputs": [] + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "text": [ + "predicted: 4.0 ground truth: 5\n", + "predicted: 0 ground truth: 2\n", + "predicted: 1.0 ground truth: 1\n", + "predicted: 4.0 ground truth: 2\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 1.0 ground truth: 4\n", + "predicted: 0 ground truth: 1\n", + "predicted: 4.0 ground truth: 5\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 5 ground truth: 3\n", + "predicted: 5 ground truth: 5\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 3\n", + "predicted: 0 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 2\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 1.0 ground truth: 1\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 4.0 ground truth: 3\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 2\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 5 ground truth: 4\n", + "predicted: 3.0 ground truth: 1\n", + "predicted: 4.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 2\n", + "predicted: 1.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 1.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 0 ground truth: 2\n", + "predicted: 0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 1.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 1.0 ground truth: 3\n", + "predicted: 1.0 ground truth: 2\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 1\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 5 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 1.0 ground truth: 1\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 1\n", + "predicted: 3.0 ground truth: 2\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 3\n", + "predicted: 3.0 ground truth: 2\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 5 ground truth: 3\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 4.0 ground truth: 5\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 2.0 ground truth: 3\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 4.0 ground truth: 3\n", + "predicted: 2.0 ground truth: 4\n", + "predicted: 5 ground truth: 3\n", + "predicted: 4.0 ground truth: 2\n", + "predicted: 1.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 1\n", + "predicted: 4.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 5\n", + "predicted: 1.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 4\n", + "predicted: 3.0 ground truth: 2\n", + "predicted: 3.0 ground truth: 2\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "am3g0ID5CLCe", + "colab_type": "text" + }, + "source": [ + "Now we draw the corresponding netflix matrix" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZNoOk318Cw3U", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 268 + }, + "outputId": "88b4303b-fab6-4a1a-c628-5d33c205d8e6" + }, + "source": [ + "draw_mat(rec.T,\"Predicted customer ratings\", ylabel=\"movie id\", xlabel=\"customer id\")" + ], + "execution_count": 27, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] }, { "cell_type": "markdown", @@ -1030,7 +1181,8 @@ "colab_type": "text" }, "source": [ - "### Hyperparameter tuning" + "---\n", + "## Hyperparameter tuning" ] }, {