|
48 | 48 | "print('done')\n" |
49 | 49 | ], |
50 | 50 | "metadata": { |
51 | | - "id": "oIRURpRogYRE", |
52 | | - "outputId": "80525e6a-ca80-4eb5-a57c-8303072b232a", |
53 | 51 | "colab": { |
54 | 52 | "base_uri": "https://localhost:8080/" |
55 | | - } |
| 53 | + }, |
| 54 | + "id": "oIRURpRogYRE", |
| 55 | + "outputId": "80525e6a-ca80-4eb5-a57c-8303072b232a" |
56 | 56 | }, |
57 | 57 | "execution_count": 1, |
58 | 58 | "outputs": [ |
|
273 | 273 | "execution_count": 5, |
274 | 274 | "metadata": { |
275 | 275 | "id": "6i9J5bvHLGab", |
276 | | - "outputId": "332c7f67-b6d1-495b-9bbe-89e62736a603", |
277 | 276 | "colab": { |
278 | 277 | "base_uri": "https://localhost:8080/" |
279 | | - } |
| 278 | + }, |
| 279 | + "outputId": "332c7f67-b6d1-495b-9bbe-89e62736a603" |
280 | 280 | }, |
281 | 281 | "outputs": [ |
282 | 282 | { |
|
383 | 383 | "execution_count": 6, |
384 | 384 | "metadata": { |
385 | 385 | "id": "T5PYJPbGLGac", |
386 | | - "outputId": "9174a3cc-34f3-400d-87ba-b35c27e1a535", |
387 | 386 | "colab": { |
388 | 387 | "base_uri": "https://localhost:8080/", |
389 | 388 | "height": 480 |
390 | | - } |
| 389 | + }, |
| 390 | + "outputId": "9174a3cc-34f3-400d-87ba-b35c27e1a535" |
391 | 391 | }, |
392 | 392 | "outputs": [ |
393 | 393 | { |
|
449 | 449 | "execution_count": 7, |
450 | 450 | "metadata": { |
451 | 451 | "id": "Q-9GVaRELGac", |
452 | | - "outputId": "1b05f4e7-9d65-4e26-8355-502c1aaa23ff", |
453 | 452 | "colab": { |
454 | 453 | "base_uri": "https://localhost:8080/" |
455 | | - } |
| 454 | + }, |
| 455 | + "outputId": "1b05f4e7-9d65-4e26-8355-502c1aaa23ff" |
456 | 456 | }, |
457 | 457 | "outputs": [ |
458 | 458 | { |
|
536 | 536 | "execution_count": 8, |
537 | 537 | "metadata": { |
538 | 538 | "id": "FI2nlUk6LGad", |
539 | | - "outputId": "1d8cdc21-dc93-4651-8210-a4ab6ead6542", |
540 | 539 | "colab": { |
541 | 540 | "base_uri": "https://localhost:8080/", |
542 | 541 | "height": 615 |
543 | | - } |
| 542 | + }, |
| 543 | + "outputId": "1d8cdc21-dc93-4651-8210-a4ab6ead6542" |
544 | 544 | }, |
545 | 545 | "outputs": [ |
546 | 546 | { |
|
664 | 664 | "execution_count": 9, |
665 | 665 | "metadata": { |
666 | 666 | "id": "LwqARkzNLGad", |
667 | | - "outputId": "c09fc45e-7f93-416a-e947-dca3b590bee8", |
668 | 667 | "colab": { |
669 | 668 | "base_uri": "https://localhost:8080/" |
670 | | - } |
| 669 | + }, |
| 670 | + "outputId": "c09fc45e-7f93-416a-e947-dca3b590bee8" |
671 | 671 | }, |
672 | 672 | "outputs": [ |
673 | 673 | { |
|
754 | 754 | "execution_count": 10, |
755 | 755 | "metadata": { |
756 | 756 | "id": "sBLl7wIbLGae", |
757 | | - "outputId": "49f51092-630f-4e54-8574-489296cf01b0", |
758 | 757 | "colab": { |
759 | 758 | "base_uri": "https://localhost:8080/", |
760 | 759 | "height": 480 |
761 | | - } |
| 760 | + }, |
| 761 | + "outputId": "49f51092-630f-4e54-8574-489296cf01b0" |
762 | 762 | }, |
763 | 763 | "outputs": [ |
764 | 764 | { |
|
809 | 809 | "execution_count": 11, |
810 | 810 | "metadata": { |
811 | 811 | "id": "8Lp_mDUeLGae", |
812 | | - "outputId": "c2780e41-b680-4819-f993-73d14bc0283a", |
813 | 812 | "colab": { |
814 | 813 | "base_uri": "https://localhost:8080/", |
815 | 814 | "height": 480 |
816 | | - } |
| 815 | + }, |
| 816 | + "outputId": "c2780e41-b680-4819-f993-73d14bc0283a" |
817 | 817 | }, |
818 | 818 | "outputs": [ |
819 | 819 | { |
|
859 | 859 | "execution_count": 12, |
860 | 860 | "metadata": { |
861 | 861 | "id": "0TRWjEE0LGaf", |
862 | | - "outputId": "60ef2a3a-9ac9-4817-96df-89a85015b2cc", |
863 | 862 | "colab": { |
864 | 863 | "base_uri": "https://localhost:8080/", |
865 | 864 | "height": 505 |
866 | | - } |
| 865 | + }, |
| 866 | + "outputId": "60ef2a3a-9ac9-4817-96df-89a85015b2cc" |
867 | 867 | }, |
868 | 868 | "outputs": [ |
869 | 869 | { |
|
910 | 910 | "execution_count": 13, |
911 | 911 | "metadata": { |
912 | 912 | "id": "TQARyBTPLGaf", |
913 | | - "outputId": "18816347-3cc5-4c58-b3f9-6f8b7b7a3f46", |
914 | 913 | "colab": { |
915 | 914 | "base_uri": "https://localhost:8080/" |
916 | | - } |
| 915 | + }, |
| 916 | + "outputId": "18816347-3cc5-4c58-b3f9-6f8b7b7a3f46" |
917 | 917 | }, |
918 | 918 | "outputs": [ |
919 | 919 | { |
|
948 | 948 | "execution_count": 14, |
949 | 949 | "metadata": { |
950 | 950 | "id": "XmvVMvQBLGaf", |
951 | | - "outputId": "6c6f89b0-0cb9-4df0-8726-eb878a334b8e", |
952 | 951 | "colab": { |
953 | 952 | "base_uri": "https://localhost:8080/" |
954 | | - } |
| 953 | + }, |
| 954 | + "outputId": "6c6f89b0-0cb9-4df0-8726-eb878a334b8e" |
955 | 955 | }, |
956 | 956 | "outputs": [ |
957 | 957 | { |
|
1020 | 1020 | "execution_count": 16, |
1021 | 1021 | "metadata": { |
1022 | 1022 | "id": "vtQb2FUpLGag", |
1023 | | - "outputId": "228541cc-c118-4fb6-9877-f5418e452c87", |
1024 | 1023 | "colab": { |
1025 | 1024 | "base_uri": "https://localhost:8080/" |
1026 | | - } |
| 1025 | + }, |
| 1026 | + "outputId": "228541cc-c118-4fb6-9877-f5418e452c87" |
1027 | 1027 | }, |
1028 | 1028 | "outputs": [ |
1029 | 1029 | { |
|
1071 | 1071 | "execution_count": 17, |
1072 | 1072 | "metadata": { |
1073 | 1073 | "id": "I8HNao2FLGah", |
1074 | | - "outputId": "44854dd8-f612-446e-c701-1ea65efdbf72", |
1075 | 1074 | "colab": { |
1076 | 1075 | "base_uri": "https://localhost:8080/", |
1077 | 1076 | "height": 968 |
1078 | | - } |
| 1077 | + }, |
| 1078 | + "outputId": "44854dd8-f612-446e-c701-1ea65efdbf72" |
1079 | 1079 | }, |
1080 | 1080 | "outputs": [ |
1081 | 1081 | { |
|
1144 | 1144 | "execution_count": 20, |
1145 | 1145 | "metadata": { |
1146 | 1146 | "id": "H5eFhmUlPEnV", |
1147 | | - "outputId": "ec151103-c331-407f-eabe-c195a28fc9af", |
1148 | 1147 | "colab": { |
1149 | 1148 | "base_uri": "https://localhost:8080/" |
1150 | | - } |
| 1149 | + }, |
| 1150 | + "outputId": "ec151103-c331-407f-eabe-c195a28fc9af" |
1151 | 1151 | }, |
1152 | 1152 | "outputs": [ |
1153 | 1153 | { |
|
1253 | 1253 | "id": "_WUjr_vHLGah" |
1254 | 1254 | }, |
1255 | 1255 | "source": [ |
1256 | | - "Voila! NB: The classifier ANN model from the paper was trained with different hyperparamters such as using MAE/L1Loss as the loss function, and Adam as the optimizer, not BCELoss as our models in this notebook. That leads to the different performance.\n", |
| 1256 | + "Voila!\n", |
| 1257 | + "\n", |
| 1258 | + "NB: The classifier ANN model from the paper was trained with different hyperparamters such as using MAE/L1Loss as the loss function, and Adam as the optimizer (not BCELoss / RMSProp as our models in this notebook). Those differences result in different model performance.\n", |
1257 | 1259 | "\n", |
1258 | 1260 | "\n", |
1259 | 1261 | "Now you can hopefully do end-to-end neural networks. The next notebook will jump into convolutions.\n" |
|
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