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Part 3.1. Convolution
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β€ŽPart 3. Convolutional Neural Network/Part 3.1. Convolution.ipynb

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β€ŽPart 3. Convolutional Neural Network/Part 3.2. Visdom.ipynb

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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"name": "Part 3.2. Visdom.ipynb",
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"provenance": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sW2KACzT_l-7",
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"colab_type": "text"
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},
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"source": [
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"# Part 3.2. Visdom"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "VD2SUn04_ekQ",
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"colab_type": "code",
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"colab": {}
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},
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"source": [
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"import torch\n",
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"import torch.nn as nn\n",
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"import torchvision\n",
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"import torchvision.datasets as dsets"
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],
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"execution_count": 0,
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"outputs": []
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "iCKVOjsb_4XP",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 1000
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},
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"outputId": "c5c48453-b53d-4c99-d019-9efc1d4c07ce"
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},
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"source": [
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"!pip install visdom\n",
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"import visdom\n",
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"vis = visdom.Visdom()"
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],
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"execution_count": 3,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Collecting visdom\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/c9/75/e078f5a2e1df7e0d3044749089fc2823e62d029cc027ed8ae5d71fafcbdc/visdom-0.1.8.9.tar.gz (676kB)\n",
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"\u001b[K |β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 686kB 3.4MB/s \n",
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"\u001b[?25hRequirement already satisfied: numpy>=1.8 in /usr/local/lib/python3.6/dist-packages (from visdom) (1.17.5)\n",
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"Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from visdom) (1.4.1)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from visdom) (2.21.0)\n",
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"Requirement already satisfied: tornado in /usr/local/lib/python3.6/dist-packages (from visdom) (4.5.3)\n",
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"Requirement already satisfied: pyzmq in /usr/local/lib/python3.6/dist-packages (from visdom) (17.0.0)\n",
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"Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from visdom) (1.12.0)\n",
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"Collecting jsonpatch\n",
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" Downloading https://files.pythonhosted.org/packages/82/53/73ca86f2a680c705dcd1708be4887c559dfe9ed250486dd3ccd8821b8ccb/jsonpatch-1.25-py2.py3-none-any.whl\n",
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"Collecting torchfile\n",
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" Downloading https://files.pythonhosted.org/packages/91/af/5b305f86f2d218091af657ddb53f984ecbd9518ca9fe8ef4103a007252c9/torchfile-0.1.0.tar.gz\n",
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"Collecting websocket-client\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/4c/5f/f61b420143ed1c8dc69f9eaec5ff1ac36109d52c80de49d66e0c36c3dfdf/websocket_client-0.57.0-py2.py3-none-any.whl (200kB)\n",
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"\u001b[K |β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 204kB 53.5MB/s \n",
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"\u001b[?25hRequirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from visdom) (6.2.2)\n",
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"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->visdom) (2.8)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->visdom) (2019.11.28)\n",
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"Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->visdom) (1.24.3)\n",
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"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->visdom) (3.0.4)\n",
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"Collecting jsonpointer>=1.9\n",
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" Downloading https://files.pythonhosted.org/packages/18/b0/a80d29577c08eea401659254dfaed87f1af45272899e1812d7e01b679bc5/jsonpointer-2.0-py2.py3-none-any.whl\n",
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"Building wheels for collected packages: visdom, torchfile\n",
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" Building wheel for visdom (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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" Created wheel for visdom: filename=visdom-0.1.8.9-cp36-none-any.whl size=655250 sha256=1ecb9a572b8704b61ceba2bf3f11f202374685ea565b30c512a88af0add7854b\n",
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" Stored in directory: /root/.cache/pip/wheels/70/19/a7/6d589ed967f4dfefd33bc166d081257bd4ed0cb618dccfd62a\n",
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" Building wheel for torchfile (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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" Created wheel for torchfile: filename=torchfile-0.1.0-cp36-none-any.whl size=5712 sha256=3f08dd3e678f582853dd2eeff8418c5a877dc5e7e12cf2d97b915c6ce53cda14\n",
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" Stored in directory: /root/.cache/pip/wheels/b1/c3/d6/9a1cc8f3a99a0fc1124cae20153f36af59a6e683daca0a0814\n",
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"Successfully built visdom torchfile\n",
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"Installing collected packages: jsonpointer, jsonpatch, torchfile, websocket-client, visdom\n",
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"Successfully installed jsonpatch-1.25 jsonpointer-2.0 torchfile-0.1.0 visdom-0.1.8.9 websocket-client-0.57.0\n"
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],
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"name": "stdout"
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},
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{
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"output_type": "stream",
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"text": [
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"Setting up a new session...\n",
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"Traceback (most recent call last):\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connection.py\", line 159, in _new_conn\n",
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" (self._dns_host, self.port), self.timeout, **extra_kw)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py\", line 80, in create_connection\n",
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" raise err\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py\", line 70, in create_connection\n",
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" sock.connect(sa)\n",
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"ConnectionRefusedError: [Errno 111] Connection refused\n",
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"\n",
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"During handling of the above exception, another exception occurred:\n",
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"\n",
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"Traceback (most recent call last):\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py\", line 600, in urlopen\n",
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" chunked=chunked)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py\", line 354, in _make_request\n",
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" conn.request(method, url, **httplib_request_kw)\n",
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" File \"/usr/lib/python3.6/http/client.py\", line 1254, in request\n",
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" self._send_request(method, url, body, headers, encode_chunked)\n",
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" File \"/usr/lib/python3.6/http/client.py\", line 1300, in _send_request\n",
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" self.endheaders(body, encode_chunked=encode_chunked)\n",
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" File \"/usr/lib/python3.6/http/client.py\", line 1249, in endheaders\n",
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" self._send_output(message_body, encode_chunked=encode_chunked)\n",
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" File \"/usr/lib/python3.6/http/client.py\", line 1036, in _send_output\n",
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" self.send(msg)\n",
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" File \"/usr/lib/python3.6/http/client.py\", line 974, in send\n",
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" self.connect()\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connection.py\", line 181, in connect\n",
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" conn = self._new_conn()\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connection.py\", line 168, in _new_conn\n",
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" self, \"Failed to establish a new connection: %s\" % e)\n",
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"urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPConnection object at 0x7ff7017b40b8>: Failed to establish a new connection: [Errno 111] Connection refused\n",
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"\n",
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"During handling of the above exception, another exception occurred:\n",
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"\n",
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"Traceback (most recent call last):\n",
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" File \"/usr/local/lib/python3.6/dist-packages/requests/adapters.py\", line 449, in send\n",
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" timeout=timeout\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py\", line 638, in urlopen\n",
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" _stacktrace=sys.exc_info()[2])\n",
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" File \"/usr/local/lib/python3.6/dist-packages/urllib3/util/retry.py\", line 399, in increment\n",
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" raise MaxRetryError(_pool, url, error or ResponseError(cause))\n",
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"urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/main (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7ff7017b40b8>: Failed to establish a new connection: [Errno 111] Connection refused',))\n",
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"\n",
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"During handling of the above exception, another exception occurred:\n",
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"\n",
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"Traceback (most recent call last):\n",
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" File \"/usr/local/lib/python3.6/dist-packages/visdom/__init__.py\", line 711, in _send\n",
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" data=json.dumps(msg),\n",
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" File \"/usr/local/lib/python3.6/dist-packages/visdom/__init__.py\", line 677, in _handle_post\n",
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" r = self.session.post(url, data=data)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/requests/sessions.py\", line 581, in post\n",
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" return self.request('POST', url, data=data, json=json, **kwargs)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/requests/sessions.py\", line 533, in request\n",
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" resp = self.send(prep, **send_kwargs)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/requests/sessions.py\", line 646, in send\n",
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" r = adapter.send(request, **kwargs)\n",
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" File \"/usr/local/lib/python3.6/dist-packages/requests/adapters.py\", line 516, in send\n",
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" raise ConnectionError(e, request=request)\n",
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"requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/main (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7ff7017b40b8>: Failed to establish a new connection: [Errno 111] Connection refused',))\n",
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"[Errno 99] Cannot assign requested address\n"
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],
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"name": "stderr"
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},
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{
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"output_type": "stream",
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"text": [
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"Exception in user code:\n",
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"------------------------------------------------------------\n"
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],
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"name": "stdout"
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},
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{
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"output_type": "stream",
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"text": [
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"[Errno 99] Cannot assign requested address\n",
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"[Errno 99] Cannot assign requested address\n",
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"Visdom python client failed to establish socket to get messages from the server. This feature is optional and can be disabled by initializing Visdom with `use_incoming_socket=False`, which will prevent waiting for this request to timeout.\n"
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],
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"name": "stderr"
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}
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "O4xhj646_-C3",
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"colab_type": "code",
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"colab": {}
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},
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"source": [
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""
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],
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"execution_count": 0,
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"outputs": []
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}
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]
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}

β€ŽPart 3. Convolutional Neural Network/img/13-1.png

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β€ŽPart 3. Convolutional Neural Network/img/13-2.png

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β€ŽPart 3. Convolutional Neural Network/img/13-3.png

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β€ŽPart 3. Convolutional Neural Network/img/13-4.png

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β€ŽPart 3. Convolutional Neural Network/img/13-5.png

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β€ŽPart 3. Convolutional Neural Network/img/13-6.png

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β€ŽPart 3. Convolutional Neural Network/img/13-7.PNG

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